{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 模型训练过程分析\n",
    "\n",
    "## 引入第三方包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载训练过程记录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "history_file = './pre-trained/history/optimizer/binary_ce/captcha_adam_binary_crossentropy_bs_100_epochs_100.history'\n",
    "with open(history_file, 'rb') as f:\n",
    "    history = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练过程可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(history['acc'])\n",
    "plt.plot(history['val_acc'])\n",
    "plt.title('Model Accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='lower right')\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(history['loss'])\n",
    "plt.plot(history['val_loss'])\n",
    "plt.title('Model Loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper right')\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 定义过程可视化方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_training(history=None, metric='acc', title='Model Accuracy', loc='lower right'):\n",
    "    model_list = []\n",
    "    fig = plt.figure(figsize=(10, 8))\n",
    "    for key, val in history.items():\n",
    "        model_list.append(key.replace(HISTORY_DIR, '').rstrip('.history'))\n",
    "        plt.plot(val[metric])\n",
    "\n",
    "    plt.title(title)\n",
    "    plt.ylabel(metric)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.legend(model_list, loc=loc)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载预训练模型记录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "HISTORY_DIR = './pre-trained/history/optimizer/mse/'\n",
    "history = {}\n",
    "for filename in glob.glob(HISTORY_DIR + '*.history'):\n",
    "    with open(filename, 'rb') as f:\n",
    "        history[filename] = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "captcha_adadelta_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_sgd_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_adagrad_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_adam_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_rmsprop_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n"
     ]
    }
   ],
   "source": [
    "for key, val in history.items():\n",
    "    print(key.replace(HISTORY_DIR, '').rstrip('.history'), val.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准确率变化（训练集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 损失值变化（训练集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history, metric='loss', title='Model Loss', loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准确率变化（测试集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jdWKz+JDfuOg4q+bsRV9YflHnF//4I5biYvymTKmzT+Xmhm7IYEp/W49iNl/wtfUbNwKgGzbMbrtQqwl5602cYmLInPmKXc9nU7JWVpJ8732k3Hc/CdcMIqFff5In303W67Nsw6rNgLmwkIxnn8UpMpLgF1447/Het92Kx8iR5MydS9nhI426h3H/fqzFxXjfcTsew4dTvOr7C+o5/l9k0espO3gQ37vuQtMihJz35zaL/++NYdy1i8wXX2pwtvrlJoMy6R8r+WgBxpJK2vcPoX3/EPJS9eSmNJ9vPJdD+bFjWIqKqocuzxIqFZ5jxqDfuhVLSQn7lu1HbS6jy8S+dsdFdwvAUFxJdlIJQqPBY9RISjf+hdVoPO+9E/fn4O7tTFCkp8P9xUsWE35wKTnJpZw5lHfxT7IJJMXlkbA3B0WxBZMXSqmspOCrr3Hp1AnXHj0cHuM5bhyWggKMu3df8PVLN2zEKSICp6ioOvtUTk6EvP465qwscufOveBrN0bB119jSkkh6MUXCXrhBTxGjkQxmSj+4QfSHn2UnPf+c0VrpymKQua/X8RSWEjoe++icnM77zlCCEJefw2Nvz/pTz/VqIBWv2EjQqtFN2AAPpMmYikqorSBkjEl69ZRFhd3Qc/lamPcuRMsFnTDhhHw2L8oj4uj9I8/rnSzGiXvk/loAgLwuvGGK92UajIok/6xjm/LwNXTiYhYP9r0DkKtVXFsW8YlXzc7qYStKxMwVVx80nZTKjt0iOw5b2Mtr9vDY9hWlU/Wv3+dfZ7jxoLJRNaaDaRkaQgvO4pXv552x0TG+qFSCxLPDmGOHYdSVuZw5mZNpgoLKccKiO4agFCJOvsVi4Wi5csJztmDmzGbHSuOXnCl/9x588iaNZvCFSsx7j9w0UMMlWVmNi07iY+fBnd1GYk7ki/ofMVsJv3pZ6hMSsL/4al1hmrP0g0ahMrdneJfLuxbt0VvwLhzJ7phw+q9tlv3bvhMmkThkiVNUvC3JlNODvmfzEc3fDi+d92J792TCXn9NSKXL6PNrp1432GbcJD+1FMO/wYvh8KlS9Fv2EDg00/h0qFDo89Te3sT+s7bmFLTyJ41q8FjbSVJNuDWry8qd3fc+vTBKSqKwqXLHB6v37KV9GnTSX34EcyFhRf0fK4m+q1bEW5uuHXritf1E3CKjib3gw8uadLL5WDcfwDjrl343n8fKmfnK92cajIok/6RDMUVJB3Op13fYNRqFc5uWqK7BhC/Oxtz5cW9GVgsVnatOc2qt/dxaEMqiQcufOZWUys7fJiU++6nYOFCMl96uc6wgH7rVpw7tEfj51fnXJfYWLRhYRz86Rig0HlERJ0PfWc3LWHtfDl9IAdFUXDr2QNNQAAl5wksko/kYzFZ6x261G/ejCkjg9DXXqF16U6KCq2c3HTG4bHGkkrWf36E3NRzQVdlaip5H35E4fLlZM2cSfKkScT36k3C0GEULFnSYNtq27E6EX1RBZ2K/sA3aTvpiaUkPzOjUUncisVCxvMzKF2/nsDnn8NjxIh6j1U5O6MbPozS3/+4oAKmhq1bUUwmu3wyRwKmT0cTHEzmiy9hbcICqbn/eR/FZCLouWfr7BMaDcEzZxL4zNOU/rqOlCn3Yi64vDmC5SfjyZnzNu6DrsHn7rsv+Hy3nj3xf/hhin/4geI1P9d7XOXp05hSUvCoGkIWQuAzcSJlhw5RdtR+VqE5P5+MGTPQtmyJpaSEnLfmXHC7mpuCb5aQNfuNCx56NGzbjnvv3ggnJ4RGQ8Djj1N5KpHin9b8TS1tGnmfzkft41Nd2qa5kEGZ9I90cmcWilWhff+Q6m0dBoRQWWau7vW5EAWZBlbN2cfetUm06RWEzseZxP0Xfp2mVH78OCkPPIjaxwffe+6hZM0a8hd8Xr3flstxCN2AgQ7PF0KgGj6BVI8uBBbEEXLrdQ6Pi+kWQEleOXlpeoRajceYMeg3bcair39x8dMHc3HRaWnRysvh/sJly9AEBuI1YTzdX70fnT6VnSuOYjbZB8xl+kp+nHuAhL05HNl8rq5U6frfbW379Rda/fkHYfM/IeDJJ9EGB5P9xpuUHz9eb9tqykgo4sjmdGL7+aPdtJrITj4oKi3Je9NJHDuOzJdexpTpOBdRsVrJfPllSn7+mYDp0x3mktXmOXYs1uLiC0p21m/cgNrLC9du3Ro8Tq1zJ+TVV6hMTCT/088aff2GlMXFUfzDD/hOmYJTeLjDY4QQ+N1/P6Fz51J+/DhJd0yk4rTjANvu2ocPkzhmLPEDBto/rrmGtGnTKVm//rz5WtayMjKefgqVpyct3nyz3p7E8/F/9BFcu3cn65VXMGU5nhB0dtalbsiQ6m1eN1yPcHWlaPny6m2K1UrG8zOwlpQQ9tFH+D1wP8U//mhLdv+Hyl/4FdmzZlG4eDHFq39o9HmVycmYqlZUOMtj9ChcOnYk78MPm/TLQ1MqO3oUw6bN+N5zT6OGwi8nGZRJzZZFb3D4rU1RFI5vzyQkxgufYPfq7aFtfPD0d7HNyGwkxapw6M9UVr6xh9L8csY81IkR93YgumsAqccKqCy/8KTtplCRkEDKffejcnMj/KuvCHz+OVuR1/ffp/TPPwFbkipmM+5V9clqK8kvY3NBZ1RWM13aW1Dr3B0eF9XFHyE4Nwtz7FiUykr0GzY4PN5ispJ0OI+oLv6o1HXfQipTUjBs2Yr3rbcitFrcOnemRzcNRtzZ9+Hac8/RaOKnDw5SnFuGT7AbaSfODQGV/v47Lh064NSyJdrQUDyGDMH/oQdp+cnHqH18bMvpnCeh3myysPGbE3j4udC2fB+YzbS+/3qc3TRU3D4NnzvuoOiHHzg1ajSpDz9C8Zo11XlHiqKQPWsWxau+x//RR/Cf+lCD9zpLN2AAKi8v0qc/SdLESWTOfIWCb5Zg2LUbq6FuTpNiNqP/axO6IYOr622ZGujp1Q0ahOf48eR99hkVCQmNapMjpkoL5kozWbNnow7wx2/q1POe4zlmNBFff4VVryd54kTKT56s//rZ2aQ9+hjWigo8Ro6we+j698e4ezfpjz9BQv8BZDz3PPotWxyuQJE9Zw4VCado8dZbDnuDG0toNLR4ew6KyUTOu+85PEb/5wZcOnZEGxxcvU3t6YnXdddRvObn6lUCChYtwrBlC4HPPYtL2zb4P/IITlFRZM2c6fB33NwVLF1Kzpw5eIwejWuPHmTPmYM5r3E5oPqq9AndwHPvQUIIAqZPx5SRQdGKlX9Lmy9V/qefofLwwOfOSVe6KXVozn+IJF1+lpISTg0bTsATT+A7+S67fZmJxRRlG+k+up3ddqEStO8fwq6fzlCca8Qr4PzfgOL+SmPrtwlExPox9K52uHvZcgtiugcQtzGNlKMFtOoR2HRPrAZLURGmzEycoqJQubhUb69MSiL5vvsQGg0RC7/EKcxWiynkjdlUpqSQ/syzRC5bdi6Xo3vdHhZ9YQU/vn8As0UwapQzYaMfrLcdrh5OtGjtzemDufSZEI1r1y5oWoRQ8suvqAaOojjHPuk/L02PqdxCTDfHr0vhihWgUuF9263V2zpMu4PDj6wk7ogrHY8n4BQVxZoPD1GQYWDco50pyjKy9dsESvLKcLWUUnbwIAHTnqhzbbW3N8Ev/pv0adMp+Ppr/O6/v97ntfeXJIqyjVz3f13QPzMb1y5dcG3TmojYSlKOFDD87Rfwu+9eCpYspeSXX9D/9RfCxQXdkCGoXFxsPUj33Yf///1fvfeoTTg50fKTTyj5eQ3l8fGU/Por1qqyCprgYFp+Oh+XGqVLyg4cwFJcjG7YcKxWhT+/OkbykXwmzuxT/bdYW9ALMzBs3UrGiy8SOH26/U6VCtcuXRrMkVEUhVVz9uJiKqbtoThC3nyz3oC9NteuXYlcvozkyXeTcu99RCxehHNMjN0x1vJy0h77F1aDgYhly3Bp26ZuG8xmDLt2UfLLL5Su/53iH38EIdC2bIlz69Y4t26FcHKiaPkKfO+7z+5D/2I5hYXhe/995H8yH59JE3Hr3r16nzkvj7JDh/D/12N1zvOZNJGib7+l+IcfcOvZk5z3/oNu2DB8Jtk+0FXOzoTMep3kO+8i97//JWjGjEtu6+VStGoV2a+9jm7oUELffYfK1FTOXH8DWbNnE/b+++c937B1G9rQULS1SsS4D+iPW+/e5M2fj/dNN6Jyb9zf1+VQkZBA6fr1+D3yMGoPjyvdnDpkUCY1S8a9+7Dq9RQuWYLPXXfaDVsc35aB1llNTPe6QUG7fiHsWnOG49sz6Xt9TJ39NSlWhbiNaYTEeHHto53t7hEc442rh5bEAzl/W1CWMeMFWykElQqnli1xbtMG59atKPp+NZgthC9ehFNkZPXxKhcXwubNI+nWW0l79FEUq7U6l6MmY4ltSLBMb+L6J7oRFOV4dmRN0d0C2LIigcIsA85uWnL63c2ZM2aKX9ju8Hhndw1hbX3qbLeWl1P83So8hg9HGxR0ru1qNQMf7MtPX5xh66xVGLuOICe5lDEPdSKiox86H1sQkXaykOAkWwkGj5EjHd7bY/RodMOHk/vfD/EYMQK9kz/ZZ+zrj5kqLBz4LYV2fYMJqEwh+fRpgl9/DYCozgHE78om63QJLVqHEvTsMwQ+/RRlBw5QsvYXSn77DUt+Pj533kngM09X/12knywkMNITrbO6wdfSrXu36kBZURTMObmUHzlM1quvkTzpTkLnzkV3jW24p7Rqtp9bv/5s/OYE8buzATiyOZ0+46MdXl/j40PQCy+Q8cwzpEy5t+7+oCD8H3kE75tvQmi1dfZnJ5WQn24ANIT0uJZ2109o8PnU5hQeTvhXC22B2ZR7ifhmcXXdNkVRyHzh35QfPUrYvI8cBmRg67nSDRiAbsAArDNnYti+nfKjR6lIOEVFfDz6v/4CiwWXjh0JdBCcXyz/Bx+k+PvVZM9+g8hvVyJUtp5e/aZNoCh4DB9e5xyX9u1x7dqVwiVLKVy2HI2PDyGzZ9m9X7j16IHPpIkULFqM57hxuHbp0mRt/rsUr1lD5osv4T5gAKFz30dotThHR+P/6CPkfvBfSsePr86vc0SprMS4cyee48fXGVa29ZZNI3niJHI++KBRJUwul7zPFiDc3PC9iPzEy0EGZdIFy0vTU2E0Edqm7odyUzlbVqAyKYmy/ftxqypDUFlm5tS+HNr0CsLJpe6fr87HhfAOvpzYkUXv8dGoHMwMPCv1eAEluWX0mRBV501FpRJEdQ0gYXc2ZpMFtVAoXLkStZeX7Zt8VJTDD7zGUiorMezcifvgQbh2iqUiIcH2De7PP1F7eRG+8EucW7Wqc542KJCweR+RfNdklIoK3O+7z27/2RwtfWE54x/v2qiADCC6qy0oW/PhIfQF5ShKOO6qdLq0KiNqfH9ErVFKnY8Lam3docuSdeuwFBfjM2linX0te0UR+usZEjN6IxKLGflAJ6K72iYK+Ia44+bpRNqJQty3/IFTTEydHpizhBAEv/wSideOZ8tr3xHv0h2rpe4wt87HmQG3tKbgrVcRbm54jh0HQHhHX1QawZm4PFq09rZdU6XCrUcP3Hr0IOiFGVQknsa5Tevqv4v43Vn8/uUx+t/Uim6jHOde1ddWbVAg2qDhuHTsSOrDj5D68MMEv/wy3rfdSumGP3Ht25dtP6dzYnsmPa+NJC9Vz5FN6fQYHYHGyXEA6DX+OlzatcVSVGS33VxURMEXX5L1yivkf/EF/o89itf48Qi17Trm/HyO/ngUFRacjfnEh11HTys4GIVukHNUFBELvyT57ntIvvdeIhcvRhsaSv6nn1Lyyy8EPPlkgx/oNamcnPAYMgSPGrlc1ooKKpOS0LZoUedLx6VQubkR+PTTZDzzDMWrV+N9882ALTjWtAixK8Bck8+kiWQ8+xwIQfjChWh86r73BTz5JKUbNpL54ktErfquSdvd1Er/+IOM52fg1qsXYR99aNez6nf//ZT8uo6sV17FrVevenuTyg4dwmo04l5PL6Zbt2743HUXhYsW2wLwwYP/ludyISpTUihZuxbfKVMc/g6bAxmUSRfsz6+PYSiq4N45Ax2WQ2iIubCQwsXf4Df1oQaHWAy7d+HSuTOViYlfna7AAAAgAElEQVQUfbeqOihL2JuNudJK+wEt6j23ff8W/LbgCClH84mM9a/3uCOb03F1V+N9eB1K98nVH1xnxXQN4NiWDFKPF+KTsIns114/t1OrxTkyEue2bfF/7FGcHdSXakjZoUMoZWX43Hab3bdza0UFCIGqgTd019hYWrz1JlmzZtvN2NMXlrP24ziKc8u47rHOtGjl3ej26HxciOzsT2GWgR5jI2nVI5DCKTfhdDyc0KevbfR1CpctwykqCrc+fRzuv+b+3vzw6kZaZawnJvZccrAQgtC2PqQdzydszx78H3ygwfsYhAeHhr1OXomWcL9yBj46CLXGPrJw9XRCbSqn9Jdf8RwzpnqIzslFQ1gbH5Li8hhwc93AV2g0dj08xbll/LXUlj+VmVhENxoflNWkDQ4m4ptvSH9yOlkzZ1K2fx+VySkkX/MvTmxOp9vIcHpfF0VGQhE//CePk7uy6HhN3WWEznJu3drhdo8RIzBs3kzOBx+Q+fwM8j9bgCYggIqEBEyFxST2fwP/whO0aufG9oJA4jam0W3khT8n59atCf/yC5LvmULylHvxvXcKuXM/wHP8ePzO8/s7H5Wzs90wb1PyvO5aCpcuJec/7+MxejRCo8GwbRveN99c70QCj9Gjcf7qKzxHj8G9r+O/bbVOR/DMl0l75FFSH3kUbYsQu/0qdx3OrVvZvtTFxFyxIT3FYiFr1myc27ah5Scfo3J1tdsvnJwImT2LpNvvIOe99wh55RWH1zlbxd+9b1+H+wECn3ka4549ZMx4gagfVqMN/HtGHRorf8EChEaD75R7rmg7GiIT/SXANuywa83p8y6Jk5+uJy9VT1mpifyMC09qzXn7HfI+/hh9VbK6I5biYiqOn0A3eBCe48ZRsm4dlUUlnD6Yy8E/UvEJcW+wByiqiz8uOi3Httaf8F9aUE5SXB4tcneT//YchyUgQtv64Oym4fT+bPI++wyXDh2I+mE1Ld55G78pU9CGhqL/6y9b/oyDJOWGGHbsBJUKt1697LarnJ3rBGS5KaX8+dUxuyWCPMeOpc22rWhDQ1EUhfjdWSx/fTdF2UbGTo0lrJ3vBbUH4NpHO3PXa/3oMyEav1AdnuPGYdi5s9ElEMqOHKX8UBw+EyfW++HmF6rj9nv9CTz1B8WrV9vta9nehzK9GYNLUL1Dl4qicGRzOitm76HU5Eq38k20/nUmOpUBT39Xu4fWSU3JunVYjUa8b7nZ7jqRnf0pyjZSmNXw37DFYmX9F0erg8asMyWXVK1crXOn5ccf433H7RT/+BOno67jRJo7sUPD6HdTDEIIWrT2JiDcg0N/pqJcYG03sAW4usGDifruO0LnzkXl7o61vAyP4cOwTH0Zk1ZH96duoevsx4jo5MfetWcueuF4l/btCf98AZaCArJfex2Xzp0JmfX6Rc+SvByEEAT9+99YCgrI++QTDDt2oJSXo2ugJInK2ZmoVavOO+HDY+hQfO+7j4qEBPSbNts9CpcvJ/PfL5J02+2c7NGTUyNGkjnzlctez8uwfTvmrCz8H3qo3sDQNTYW37vvpmj5Cox79ji+ztatuHbp0mBelsrZmdD33sVqNF7UOqRNyZSdTdEPP+J9yy1XPDhsiOwpkwCI25DG3rVJJAa7MXFmn3rfVON3ZyEEKAqknSjAP0zn8DhHyg4frv4gLt2wEc9xtuGknOQStq86hZOrBt8W7rgVJFHhFkxo914U5wmOxjmz+cXdmMwqXHRaht7VrsE3fbVGRezgUPasTSLlWD7hHerO2jq6JR0UhcBDP6D29ib3vx/iOWaM3ZCkWqMiMtaf0/syCU5Jo+V/5+LSrh0u7c5NMDBs307K/Q+Q/eZbhLz2aqNfC8OOHbjEdkLt2fDwoqIo/LX0JDlJJZzYmUVUF//qoAmgXG9i07KTnNqXQ3C0J8OndMA7sGmmeHuOG0v+p59S/ONPuHXvVj3EWpGQgGIy4zFyJJ5jx6AJsA1BFi5fhnB1xeuG6xu8rnvfvrh27Ur+ZwtsvRNVr/nZQLI4sne9BUI3LD7Bie2ZhLXzYfg97dEWteTM9T+Q+fwMwuZ9VOdbf9F3q3CKiqpTbiKysz+bl8dzJi7PbgZvbbvXnCEnqYTRD3aiXF/JpmWFlOaX4+nvWu8553O29leyexeSE73oMLAF19x6bqhUCEGX4S35Y+ExUo4VENHp4mYd2lZ1GI3nmNHV2w59dgRXj0Ii+0YihGDALa1Y/tpudv2YyNDJ7S/qPq6dO9NywQIKFi0i6IUZzaoQZ31cO3XE66YbKVi0mPJjx1C5u+Ne6wtSbY0NNIOefYagZ5+x2xa3MY38tFIGDHKr/j9UdvgIRStW4NKhAz63X75aWUXfrULt7V1nSa/aAh7/P9sw579fJGLR13azUs0FBZQfO+ZwYkRtzq1aEfT882S98goFC7/C7/77znvO36F0/e9gMuF79+Qrcv/GkkGZRG5KKdtXn8Ld25nCLCPp8UUOk7gVq0L87mzCO/pRnFtG2olCuo5o3LCHYrWSPcs2/d6tew/0mzejmEwkHS9m/edHcHLV4OyqIelwPopVQK8X2f21rU6WJqg7QYYEuj99G6HtfFA3IgGm+5gIEvbm8NeSk0x8uY9dcrbFbOXY5jT8Co4S0L8L3rffRtrDj1C0ahU+d9xhd52oLn6c3JWFoeMQh0nA7v3743f/feR//gXuAwbgOXpUnWMqy8389tkRMhKLq14MBUU3GTQaIj87zOgHOtU7DHzmUB45SSUMvLU1leVmDv6ewvJZu2ndM4jwjr7sWJ1IeamJPtdH031UuMMSFRfLuU0bnKKjyZlzrjCmcHHBuVUrlIoKst94g+y33sKtd288R4+i5Oe1eI0ff95AUwiB38NTSXv4EYrX/Iz3TTcC4OZkxrUsh5LwXg4/APMz9JzYnknnYWEMvKW17TXziSL45ZfIfOllku+ZQsuP56Hxtw1ZVyQmUnbggF2y/lkevi74t9SRFJdH91ERde4Fti8d+39LpsOAEFr1CKwubpt1uviSgjKACqOZI5l+tOzgyZBJbev8/lv1CGTH6kQO/pFy0UFZ3XuaSIrLo8M1Lar/D/kEuxM7LIxDf6bScVAogRGNy0Gsrebkhn+KwGnTKF33G8YdO/EYO+ZvywHLPFXE1pXxKAp0HdkHnxEReIwYgaIopEy+m9y5c/EcMxq1l+Oaf03JXFBA6YYN+E6a2GCKBNjy71q8/TapDz1E0m2322YOt7cF7obtO0BR0A10XCOxNu/bb8OwbRs5c+fi1rs3rrGd7PZbKytRHIw2qDw8qidj1Cdv/nwM27YTvvDL6rIyjug3b8YpKspu8lRzJIcv/weU6031DrmYKiys/+Ioru5abnmuB87uGo5sSnN4bHp8IfrCCtr2CSasnQ/pCUVYLI3rji75+WfKDh0icPqTeE0Yj7WkhH3f7OTXT+LwDXHnthd6MemVvkz9YDAD8pbSrXILPa+NZOzUWG7sk03bHf8lyKmgUQEZgEarZuhd7SjNL2fXT6ft9iXuz6HMYKFl7k6CZ76MbvBgXLt3J2/ex3WGIX1zD6OyVFDcfUK9bw4Bjz+OS2wsmS+9hCnDfsjUVGnhl4/jSD1RSLu+wXS6pgVtoqy0yNhCRJQTiftzOVrPMKvVqrDzx9N4B7kROySUXtdGMXl2f7qPjuDMoVz+/Oo4zm5abnm+Jz3HRjZpQAbn1g4MmPYEYfM+Imb9b7Tdv4+o774les1PRP+8Bv+Hp2LKzCDr1ddQysvxmXjH+S8M6AYPxrl9e/I/+6x6+Eb/1yZ8C06Sa/Z2+HcV92cqGq2KnuMi7YIY71tuIWzeR1QkJJB0+x1UnDoFQNH334NGg9f1jnvuojr7k5VYTFlp3aG7Mn0lvy88hk+QGwNvs+WX+bVwR+OsJut0SZ3jL9SB31OoMJrpf1OMw4BcrVHReWgYaScKyUtzvLxUUY6RvLRSu0dBpuPafgCJ+3OxmK207RNst73XtVG46rRsXZnwj1lIuiloAgLwf/QRgEZPSrhQ5QYT6788iruPM0JQPbsWzg6jvoCluJi8jz/+W+5fW/FPP4HJhNfNN5//YGzBdsSSJaBWk3TnXdXLrxm2bUPl5YVLp07nuYJN9Tqkfn6kP/0UJevWkfvRPNKemEbi2HGc7NqN+D596zzO3HRznffUmvLmf0ru3A8w7tmDce/eeo+zlpVh3LUL3aBBjWrvlSSDsqtcYZaBhc9u5eeP4jAU162evWVlPEU5Rkbc1xGdjwvt+4Vw+mAehqK6x57cnY3WRU1kF39atvPFXGGpU4rAEavBQM677+ESG4vXDdfj2qcvCW1vZ9cuE5Gd/bnhye7najIZSnA+up02vQLpMz6a6G4B+N44AbRailZ93+jnXZmcjL+2iI6DQonbkGrXzoPfx+Falku7B8ejDQ5GCEHgk9Mx5+ZSWGMJH0VRKPpsPgFlZ0grcq83v0c4ORH63rtgNpP+7LPVQYbZZOHX+YdJTyhixL3tGTyxLQNuaU2H8l20SfuFUY/3IaydD9u/P4W+sO6agvG7syjMNNBnQnR1wOXirqXfDTFMntWfsVNjue2FngSE/321dtx69MD/4YfxGD4cp/Bwu8DUuVUrAh5/nJh164hc9R1hH3/c6HUJhRD4T51KZVISpb/9BmCrHWRJx2yCnCT7QMRYUsnJXdm07ReCq67uN3yPYcOIWLQIa0UFSRMnod+6jeIffkQ3ZHB1z1ltUV0CUBTbklE1mSstbFh0gnKDiZH3d6zuZVWpVQRFepB1urhRz7E+huIK4jak0rpXEP5h9f/uOgxsgcZJxaE/Uu22VxhN/LHwGEte3smKWXvsHste3cWWFY6Lyp7clYV3kBuBEfb3dHbV0Pf6GDITizm+PfN/KjDzveceQue+j+fYsU1+bUVR+GvJSYxFlYx5MJawdj7E786ye31d2rfH+9ZbKViylIrExCZvQ+32FK9ahUvnzri0cVyqxBGXtm2IXL4c58hIUh95lIIlSzBs24Z7v351Jkc1pOY6pOnTppM3bx4VJ07g3CoGv6kPEfTCDLtHwJNPYkpLI+n2Oyg7crTO9fIXfmXrZbz2WoSLC6Xr19d7b8OuXSiVlegGy6BMusJSjhVgtSqkxxey7LVdJOw9900tYW82x7dl0mN0RPVwZcdBoShWpc7C3qZKC4n7c4jpFoDWSU2LNt4IgV0V9vrkfbYAc06OrdSA0cL6xYmkhgwiomg3ox/qZDe0aNizBxQFt969q7dpfH3xGDqU4h9/bHBNQVNGBvlffMHpm24icfQYEseMJXLPF7i6q9n4zXEsZivZh1PJLdIQoTqDzx23V5/r1rMn7oOuIW/B59WVuw1bt1J+9Cit+oZhLKls8MPYKTyc4FdmUrZ3H3nz52MxW/ltwVFSjxUwbHJ72vQ61zth2L4Dtx7dUbu4MOTOdihWhU3L4u3erC1mK7vXnCEg3IMYB+tLunk6Ed0tAI228W+KfxchBK4dO5537cbaPEaNxCkmhrz5n2I1GtFv2UJ4rwgQ1JlwcmRTGhazlS7Dwuq9nmtsJ6JWLEcbHETqAw9gyc+vLnngiH9LHe7ezpyJy8Nitq1S8PuXR/nyma0kxeXR/8ZWBLS0D2CCo7xsxXMvYbH6fb8kYTEr9B7f8IxdF3ct7fu3IH5PdvUXqtQTBSx/fTfxe7LpMSaCsVNj7R4dBrbg8F9pdktWgW11h4yEItr2CXI4NNyufwiBER5sXHyCZa/uYs/aMxRlG+scd7URGo0tl7SBYa+LdXx7Jon7c+hzfTRBUZ607RNMSV45mYn27yMBTzyOytWV7DfebHRArJjN6DdtwpTd+PV5yw8fpiLhFN433XRBzwNspXgiFi9CN3gw2a/PwpyTc1EFfd169SJy5UoiV31H2/37iPltHWEffkjgE0/ge/fddg//hx4kYukS0GpInjyZ0g0bq69TvQrBmDG0mPMWumuusa05W89EAv2mTQg3N1x79rzgNl9uMii7ymXEF+Hp78Lt/+6Fl78r6z8/yvovjpKbWspfS04SFOVJrxofDt6BboR38OXo5nS7IaSkQ3mYyi3VQx8u7loCwj3OO1uzMjWVgoULcR1/I0fSvFj04naS4vLo0UZPzMGvMSWesjveuHsPwsUF19hYu+3et9yMpbCQ0o1/2W1XTCaKvvuOpEl3cmrYcHLeeReh0RL4/HP4TZ1K+aY/abXzY/LTDez59gh7P1mPymqi59O31BmODJw2DWtxMfkLF6IoCnmfzEcTEkL7ySNQaQSJBxteC9NrwgQ8J4wnZ9581r23jaS4PAZPbGO3Pqc5L4+KhATc+vWznRPgSp8J0STF5XFq37k32KNbMijNL6fv9dEXXHbkn0KoVPg/9CAV8fFkzZqNUlaG/+ihBLT0sAv2zZUWjmxOJzLWr8GkfABtaCgRS5fiPnAgTtHR6K65pv77C0FUZ3+SD+ez8LmtrJ0XR/KRfFr3DOSG6d3oMrxlnXOCo71QrAo5yRc3hFmSV8bRrRm0HxDSqAkZnYeFYbUqHPg9hS0r4vlp7kE0TmpufqYHfW+IIbpbgN1j8KS2hHf0Y8vyeNJOnnsNzw6btekd7PA+KpVgwrRuDJ7UFlcPJ3b/fIYlM3ey8o09HNqQirmBpZ+utPx0PWfiGrcs0OVSmGVgy4p4wtr5VJcbieoagMZJxcld9mtvanx9CfjXYxi2bbMVzT2PijNnSLrzTlKnPkziqFFkv/0O5sLzfzku+m4VwsUFz2vHXdRzUrm7E/bRh/hMnozaywv3ay6u18m1U0dcO3asMynHEZc2Vb100dGk/etfFCz+5twqBMOGEfrO2wiNBo9RIzHn5lJ26FCdayiKgmHTZtz79TtvHl1zIBP9r2KKVSE9oZCoLgH4BLtz87M92LcumT1rk0jYk42Ti5pR93esk6fVaXAov3xymKS4vOqldE7uzkLn42xXMDasnS8Hf0+hstzssJArQMac/5DUcgRp5tFUrE0iplsAvcZH4akxcuoz0G/YaNeVbty1C7fu3eok3boPGIAmKIiiVd/hOXoUisVCydq15H40D1NKCs6tWxEwbRqe48baLazse/dkfBZ8Ttbe/ezf2BmhtCDcvwyvjnXrU7l06IDnuLEUfL0Il7ZtKdu/n6AXX8TZy43w9r6c3p/LgJtbYSiqpCBDT366gcIsA2bTueBVibmTvF4dKTpjYsDNMXQabN+zY9i5y/Z8+var3tZ5aBgJe7LZsiKelu18UWtV7P01iRatvWnZ4cJLW/yTeF57LbkffkTx99+j9vKyFbPMSubQn6mYKixondXE786mrNREl0ZOKlF7eBD++QIUi+W8wytt+wVz5lAuoW19aN0riJbtfevUO6spKNqWCJ91uviiiifv/vkMQiXoNa5xde28A92I7hJQPYQZOzSMfjfGoK2nqKxKJRj1QEdWzdnLus8Oc+vzPfH0dyV+VxYhrbwanKDg7Kqh06BQOg0KRV9Ywal92STsyWbrygT2/5ZMz7GRdBjYosHXpyZjSSUHf08hdmgYHr4u5z8BW/5rQWbV/61MA+Ed/YjsXH+tweJcI6v/s5/KMgt3vtoXr4BLm4DRFCwmWxkVjVbNiCkdqr9UObloiO4aQOK+HAbd1sau+LLPpEkUrlhJ9ltv4T5ggMPgQVEUCpctI+ftdxDOzgS/+ipl+/dRsHAhRcuX4zvlHnzvvddhiQqr0UjJ2rV4jh59SUsLCbWa4H+/QNDzz13Q0OWl0AbaeunSn3mW7NmzAXAfOLB6FQKoWkReq6V0/e+41ZppXZmYiCkjo1HruzYHMii7iuVn6KkwmAlrYysiqlKr6HVtFBGd/Nj+/Sk6D23p8E06ItYfna8zRzalE9MtEGNJJSlHC+g2sqVdr01YOx/2/5ZM5qniOjPErJWVnPpkJZuMg6ls6UlEjDe9x0fVmN2lw6VzZ0o3bsD/Ydt/FnNhIRXx8XiOm1anTUKtxuvGG8j/bAGFK1ZSsHgRlacScW7fnrD5n6AbPNjhsIzGz4+g559jdGI6K949QqXiTI/7HBd/BFvSfslv60l/+hnU/v7V9a2iuwWQdDifz6dvprL8XK+Bq6cTTrWW3bH6hdI67juiTdcB9jP7DDu22xJkO5wrP6BSqxg6uT3fvrGHbasS8Ap0o6ykkrFTY5t1vaemIDQa/B58kKyZM9ENG4bQaglr58OB9SlknCoivIMvB/9Iwb+ljtA2jS+GCzTqQyM4yospcxo3gwzAVeeEV6DrRSX752foObkri64jwquXlWqMXtdFUm4w0XNsZKOCdGdXDeMe7cx3c/aydl4cg+5oQ2GWkSF3Nr4Yq87Hma4jwuk6IpyMhEJ2/niazcvjOfB7Cr2ujaJtn6AGJ5acXVmiIMPA6YO53Ph093rX8iw3mNi8PJ70+EKMxefSE1QawZHN6Yy8vyOtewbVOa+yzMzaeXEACBUcWJ/MkDvb1Tnuctv502nyUvVc+2hn3L3tn3PbPsHE784m6Uie3dqxQqslaMYMUh98kMLFi+us6WrKzibzhX/bcrkGDiRk9my0QYH43H4bfg8+SO5H88j7+BMKliwlcNoTeN9xR/V7x641p3FOPYazwVCnXt/FulwB2VkqNzfC/vsBuR/8F1NaKiGzZ9sFrmoPD9z79aX0998JfPYZu/dN/abNAOgG1d9r3pzIoOwqln7StgRLi1rf6AMjPLlhendHpwC2b9sdrwll14+nKcwykHKsAMWq1Bn6CInxQq1RkXriXC0lxWSiaPVqcj+Zz86Qu1B5aLjhiVhC29fNi/IYNpTcuR9gzs1FExCAcbetSGHNfLKavG++mfz5n5I1cyZO0dGEzn0fj1GjzjtlGsAzJpSRjzqTdrKQoFb193A4RUbifdNNFH37LX73TqleKDymWyApRwtwcdfi28Idv1B3fEN0uOjqLrWkWCycucH2BuIxalR1voqiKBh27LCtV1nrTc0/TEe30eHs+zUZjVZFZKwfITF//xT55sDrxhsoP3IYnzvvBCCklTcqjagewizMMjJiSvtmE6CGRHuRfDQfRVEuqE27fjyNk7OaHqMdl+Coj3+YBzc+Vf//V0e8A90Y81Asaz44yNqP41BphMO1YhujRWsfbnyqOynHCtj142k2LDrOgfXJDL+ng8MizhVGEz99cJDi3DIG3NKK3WvO8OP7B7jhye64edr3ABXnlrF23iGK88po3TMIv1Adfi3c8W2hw9lNw5oPD/LHl8dQa1TVS3KBbWby+i+OUpxTxvgnupK4L4dj2zPoOS7qggLeplaSV0bchlTaDwhx2MMX1s4HN08nTu7MsgvKAHTXDEQ3ZAg5cz+gcMlSu31nhyeDZ75sF3CBbcJN2Nz3KT/+EDnvvEPWq69R+ucGQmbPptLZi72/JKG1qhgc2eofkVNVH6FWE/jk9Hr3e44aReaLL1Fx/LjdhCP95s04t22LNiSk3nObE5lTdhVLjy/E09+l0UMHNXUY0AKV2vZNNX5XFv4tddUFS8/SOKkJjvEi7UQhisVC8U8/kXjtdWS9PJP80N6UekbS7+7uDgMyAN1Q2zT00qo8CuPu3QhX1zo1bM5yatmS4Jkv0+LtOUSv+cmWoNuIgOysyFh/W32r83yQBkx7Ar+HHsJn4rn1G51cNYx+sBODJ7UldkgYLVr7OAzIwPbmETBtGpXJyRTVqFpvSknBnJGJe/9+Ds/rOS4S7yA3zGYrfc6zmPrVROXkRMjrr1cX5dU6qQmJ9iLtRAGH/kjBzcuJVg56Sq6UoGgvykpNlOQ1fhWHrDPFnDmUR9eR4fX+3TS1sLY+XHNHG8yVVqJi/XFxv/j7CiGI6OjHrTN6MmZqJ0wVFla9s49da07b5Z5WlptZ8+EhCjIMjH04lq4jwrn2sc6U5pfz0wcHKTeYqo/NOlPMqrf3Yiyp5PonujJiSge6jQwnvGqBeq2zmuv+1YWACA9++/wIyUfPzZLdsTqR5CP5XHNHG8La+tBtVDiKFQ7+nnLRz7Ep7F5jG57ufZ3jxeRVahWtewWRfCSfcr2pzv7gV1/B59ZbcOvd2+7hdf0Eold/3+BqGS7t29Pyiy8IevkljHv3cnrCBI588xcoYBIu5A2Y3Gy+2PwddMOGgUpFye+/V2+z6PUY9+37R5TCOEv2lF2lrFaFjIQioh3M3GsMN08nYroHcmxLOmaTwoBb6uZggW1pnJ0/nCbp1TmUr1yMc7t2tPhoHge2uuEDtOvrOLEYwLlNa9tSRRs24nPrrRh378Kte/cGF/quGSj9XTR+fg1+I2sM3bBhuHbpQt68j/GaMAGVs7NtaSXArZ614jRa24dQYabhglZKuBqFtfOtri/X94boRucxXQ7B0bYezKzTJXgFnD9ZvyS/jA1fH8fVQ+tw8sDfqdOgUFx1WoKimqbXVQhBTLdAwtr6sGVlAnvXJpF8OJ8R93bAw9eFnz86RG5yKaMf6kRER1vveWgbH8Y+Esvaj+NY89+DTJjWjbTjBfy+8BjuXk5c968u9U7gcHLRMP7/uvDD+wf4df5hrnusM/rCCluu2mBb/huAp78rbfsEcXRLOt3HRNTpkWtIca4RTz/XS55Qk5+h5+TuLLqdZ3i6bZ9gDv2Zyqn9OdXtP0sbFETwyy9fdBuEEPhOmoR7v35kPP88CdtS0Lno0JQVE+/RgT4mS7OYsf130Pj64tazp20I84knADBs2w5m8z+iFMZZzeedTmpS+Wl6Kozmi0pGBttQW6RyCrNJAcVKTKzjfJ6wtrYcl+SNR/G56y6ivl9Fpnt7CrOM9B4f3WDeiRAC3bBhGLZvpzItnYqEU/UuZP1PI4QgYPp0zFlZFC5dBoBh5040wcENVpT2CnBtMLH5f0VYO9vfrcZJ1eCi3FeCbwt3tC7qRtUry0kuYdWcfRiKKxn9QKd6J8T8nWK6B4XeaE8AACAASURBVDb5kJ6zm5YRUzow5qFOlOaXs/KNPax6Zx9ZicWMuK+D3VAjQHgHP8Y8FEteqp6Vb+xh3YIjBLTUcctzPc87o9bZTcuEJ7riFeDK2o/j2LjkBGHtfBhwm/2C7N1HR2A2Wzn0Z2o9V6rr5K4svnlpJyvf3EPS4bxLqtF2dni6+3mGp/1b6vBt4c7JnVkNHncpnKOi8PvwC4q9YgjM3EN732yMpWZObM/82+7ZHHiMGkXlqUQqTtu+0Ok3b0Ll4YFr1/9n77yjorq6Pvy7Q+9F6dIU+4CgImDHisYaE5NoYnxjS9FY8qopmpi8MZ9GjTFRY2wBxYaKvQsqVgRRekd67zBMn/39MQEltBm65j5rzVqse889Z88Mc+8+uzp3sGSKwyplrylZCfIYBGWDowFAUlSEzM+WQrL1S+iL89G1KAqVe7bXO7aLmRpUpQKUWg+C6RerIJPiRX2tgU1b6fTGeIKEQhTs2AEA0BnSeP+5VwkddzfoDPVA0Z9/QlpejqpHj+QFF19jF0JrYWqrB20DdfQfYdUit1tbwOEwMLPTb1IpS3lWgDNbw6CixsGsNYNgVU/rsledHgNN8e63Q2DdxwhFWZUY82HfeoPyAXkHhfEL+qOiSIAeLqaYvsIFWnqKWbS0dNUxfYULdI00od9FCxMXcetkjRuZ68BhkCki72TWcpM2BL9ChHt+iTC21KlJGvDf8qTJMj/1Ue2edpnQtHuaYRj0djNHbkoZygrarhZc8jP5+xiy9XM4bVoJM3t9hF1LV7gLCyAvdJzaycqNNIbe+HEA5H0uiQiVQUHQGT6sTerQtRWsUvaakpVQCgMTLegaKRdPVhEQgJSp08C7dw9mX67FOztnYcQgMUqPHUfFzZt1xhf/sRuGxXEos3QBR0sL0feyUFEsgPuM7gopH9qDB4Ojp4fyCxfA0daGZv/+Ssnb2TFZuRLS0lJkf/U1pKWl0PGo33XJUhuOCgdzNrhj6JudM7bOvLsBirJ4DRaRDQ/IwJU/I2FsJbcGGVs0bg16ldEx0MDkT52wYOsI9HFvPJjaYZApPtoyHBMX9YdqA2U9GkJbXx3vrhuCd75xbVBRH+RlB7FAisjb9beKe5m7fokQCSSYsLA/5nzvjtFze6OyRIhzvz7D2e1Pkfw0HxKxYvXZHp1NgZaeGpzGKOae7ulqBjBAfHBe04ObSdKTPJja6qEL1w6q+voYPNkOFcUCJCixZsjF57i0OwLZiaVtJmdromZmBq0BA1Bx/TqEsbGQFhRCd+SojhZLKVilrBMhEkgQdi0Nd08kIDuxpMG2Pk0hFYqQHV8EE+0K5O/Ygey1X6Iq7Gnj11RWIvurr5H52VKompvB/vQpdJk/H+paarD4Yjk0+/dHzjfrIM59YXLnR0ej6OBfsLTVQmUloSirEqGXU2HVyxDWfRWrr8WoqdUU+NQaNKjReLJXES1HR+iNH4/KgAAADceTsdRFQ0u11ft5thZm9vryIrKptUtjEBHu+SXi3slEdHc2wYxVLkrFN72qMAyjsEVTU0et2dZiFTVOo8pc1266sHPqivDADIgEkgbHpUYWIjEkD4Mm2aGLpS5UVORu8rk/uGP42z1RksPD1T+jcHD1Pdz0jkFadFGDFqaM2GJkxZdgkJedwu5pPWNNWPUyRPyjnEblbC5lBVXIT6uAw6AXVktbbhd0tdbFk6upkCnwbCEZ1RTlveuXoNA1nQG9CeMhiIlByTF52IjuCMVL3nQGOucd71+GRCTFs5vpOLzuIR6eSUb03Wyc2fYUPl8/wL1TichLLVco1kGUmYmUN99E6KgZEAkJ6lcOo2jvPlQEBCDt/feR/8v2etsU8YIf4/m06Sg7dw5dPl4C++PHodHzRbxGdW9HmViM7NXy3o4kkSBn/XqoGBuh7yfyth3XD0SDXyGG+4weSt10df9uBqz9GrkuX8ZkxXKAw4G6Qw+omTavLAFL56Im2P/5CxcmEeH+qSSEB2bAaUw3eC3iNljklaXtGDzJDkKepE6rqWpEAgnuHI2HkYVOnfIkqmoqGDDWGh/+31BM+9wZPQaa4nl4IS7+Hg7vNfdx+0gcshJebJiJCI/OJkPXWKNO0H5TOI+zQUWxEP5bw1BZUrfXcEuo7g7iMPilWmgMg0FedijL5yM5rOn2TPnpFagqE8HOqSsKMyoRe7/hxuCdCb3x4wEApSdPQdPRscHet52VV8fR+hqS89MmPK80RYK0F3hlInTrYwS3ad1hbKmDtMgiJIbmIfJ2JsJvZsDYUgdjPuhbb12gaiquXYcwJhaiWV8CRYDTL1/CyNEBJJYgb9P/oWjvXlQGBcHy583Q7NULMqEQBdt/RbGPD9RsrGF39EiDAZHqdnYwX78eOV99haJ9+8CoqkIYEwurHTug52AKHYNEFGfzYOfUteaBpSh6YzxhNOc9GEybrtR1rwoaPXrA7OuvX7mbA0vDaOqowdBMu1YR2eBzKQgPyICTZzcMf7vp0issbYOZvT6s+xoh7GoatHTV0NvNvJbF9dGZZFSWCjFrNbdWVf2X4ahwYN3PGNb9jDH6vd5IjylCYkge4oNzEX03Gzp/l2nR1ldHfloFxszr0+BcDWHn2BVvfOaEa/uicGpzKKYsdWq0Qb0yJIbkw7y7fp1ySD1cTGBkro3Qy6lwGGjaaMZpakQhGAYYM68PruyJxKNzKXAYZAoN7db1ZsikMlz5Mwrdehu1Snayuo0NNPr0gTAu7pUqhVENq5R1IPcidZBvYAdTMynGf+RSKxC4p6sZerqaQVglRvLTAoRcfI7TW55g8CRbDJpsVyfIFQB4j4Ohbm+PMktnGKry0WXw3/FZGhqw/PFH6I0Zi5z165E66y0YL1yAyps35Q1q33sXZqtXg6PdeHq/wYzp4N27h4Lfd4JRUYHe+HHQnzgBANCtrzHig3PhPr3++jyNwdHWblEa+KuA8ftzO1oEllbGvLs+UiPlRWSfXEnFk6tp6DfcEsNnswpZRzPinV64cTAGgYfiEHYtHUOm2sNhoClyU8oQGZQFp9HdFN48qqhxYD/ABPYDTCAWSmtcn5F3MiGTEIzMtWt6AiuLbf8uePO/g3BpVzj8t4RhwsL+sHOUb94EPDFSnhUgMSQPec/LMfOLgTCxaVppK8nloSirEsPf7lnnHMNhMMjLFje9Y/E8orBOluzLPA8vhIWDIbR01TFidi/4/V8IQi6l1jtvSwgPzERqRCFK86parWSM3vhxcqXsFSqFUU2bK2UMw3gB2AFABcB+ItrUwLhZAE4BcCWi0LaWq6ORlJahSKcHzHMewqUoHJY9j9c7TkNbDf2GWaKHiwnunkhEyKVUpEXJ6wK9nEpOEgn4oU+g+8YU5CSWygNJ/4HeGE9oOZ9H7nffoeiPPVA1MYH1vn0K+9wZhoH5hu/ADw+HtKwMZuvW15xzm9YdDoNM6xSYZWF5XTHvboC4h7m4eyIRkbcz0dvNHKPn9GYVsk6AkbkO3v5qMJ4/K0TwhRRc3x+NJ1ZpkIik0DPShFszNo8AoKahgp6DzdBzsHzDnBpZBBNrvRbFPnbtpotZawbj0u5wXN4dAZcJNijOqUJ6dBFkUoK+iRZkMkL0vWyMntN0q6zE0HyAkSdV1EdPVzM8vvgcYdfSYD+ga73/r+WFfBRlVWLoLHl9ShMbPfQbZonIW5noP8KyyTImilJWUIXH51OgrqWK0rwqlOZXwdC06dp/TWH84Xyo29lB09GxFaRsX9o0poxhGBUAuwBMAtAPwHsMw/SrZ5wegOUAgttSns5EYXgypKqaMLfWgjAyEmVnzzU6XkNbDeP+I68LVF4owImNIQgPzKiJbRDExEDG40HY2w0igbTB+mSqxsaw+u032BzyQfeLF5QOglTR04PdsaOwP+kHNbMXP3o9Y82aHR4LS3uSXZmN5NLkdl+32tISeTsTPQaaYsy8Pi0uQMrSejAMg+4uJnhn3RCM/6gfJCIpygr4GDW3d6vUi9PQlrtGjS1brqDoGmlg5hcDYcPtgrBr6ShIr4CTZze8/dVgvP+DO7o7myApNA9SsTzZoFxUjptpNxGaG4oyYe24xqTQPFg6GNbpu1kNR4UD53E2yHte3mAP19RIeYC//Us1E92nd4eqhgrunUxsUT23l2W95RsPRoXB5E/kylP6S10bWoKKrg4M3njjldwgtbWlbAiAJCJKAQCGYY4DmA4g5h/j/gdgM4DVbSxPpyE3OhuANuzmToK44DHyf/kFehPGQ0W3cUtTj4GmMO9hgFu+cbjnl4jUiEKMmdcXosePAQDF2rYAcmHZSH0yhmGg00B/SUVQNTEBTJrXKYCFpTUhIiwLXIaUshRs8NiA6Q7tF5doZKED/a6a6Gqth/EL+nXaTNF/OxwOg15DzOEwyBQVxQKFujB0BOqaqpj8iRMqivh1Ogz0djNHYkgezgTeQJDaJdzLugex7EUtNhMtEzgYOqAXOUErtx+cPLs1ulYfDwsEn09B+M10WPSoa016Hl4II3NtGJq9+Ky09NTh+oYd7p9KQlpUUYs34bEPcpAVX4JRc3rDqpcRDM20kRZVBCfP9u160dlo67uIFYCXyytn/n2sBoZhBgKwJqJLjU3EMMxihmFCGYYJLSgoaH1J25nCjAowMgnMnLvDbN03kBYWomjPHoWu1THQwBufOmH03N7IfV6O4/97jPjHeVDr0QM5mWIYmWtDx6DjmvKy/PtIK0/D3oi9kJHihSlbg2cFz5BQkoAuml2w7v467Hq2q1V28YrA4TCYs8Edk5Y41hvjydK54KhwOq1CVg2Hw8DARLuWQlYuKseeom3gq1Xg4Z0YRBdG490+78Lbyxt/jPsDXwz6Ah6WHigTlSE+JBsEGaycGk4IA+Ru2P4jrJDyrABlBbV7uAr5EmQnlNbbWcTRsxuMzLVx72SiUkVo/wmvTIgHp5Ng4WCA/sMtAchLdmTFl0IsUqw23OtKh95JGIbhAPgFwBdNjSWivUQ0mIgGm7wGVpriUkBPUgRVLQ1oOTrCYOZMFPkcgig1VaHrGYZB/xFWeHedK4zNtfGU44Gonh8gJ6m02a2VWFiay/Yn2/H7099xLqlxN3xrczzuOPTU9OA/3R8zHGZgT/gefH3va4ikdUu/tAWdqScny+vJlpAtuJJ2GXAoR4+yAbgw+RLWuK7BILNBGG41HPO587Fx+EYcm3wcQ3jjkGWQiF3xvzU5r+PobmAYBhG3arelSo8ugkxGtVyX1aiocOA2rTvK8vnIjm9+Qdm7JxIgEcng+f4Ll78ttwukEhmy4kuaPe/rQFvfUbIAvGyL7Pb3sWr0AHAB3GYYJhWAO4DzDMMMbmO5OhQiQqlEH4YaL3YoJitXgKOmhryftyg1l4GJNrzGq6B7ylnkCLtCLJQ26rpkYWltMsozEJgeCFVGFTvCdqBSVNku6xbxi3A97TqmO0yHvro+fhj6A5a5LMPFlItYfGNxrVgblteXc0nnsPrO6tfy+36Y/RBnk85ifv/5mDdjOkgKpITVH3cV9zAHohLAdKAaTsSfQEB6QKNz6xppwMHVFLH3cyCseuEKfR5eCE1dNZg1kJ1qy+0CVTVOTWFZZagSV+Gbw5uQHFaAwW/Y1UoYsHQwhKqGCtIiG48rqxJXIaowCmcSz2BLyBYsubEEH9/4GEklSUrL0xlpa6UsBEBPhmHsGYZRB/AugPPVJ4mojIi6EpEdEdkBeARg2uuefVlRwINYRQtdTF6E9KmZmqLrp5+gMjAQlffuKzUfPzQUduk38OZnveEy3oZtaK0k7e1ye93wjfWFCkcFv4z+BUWCIuyN3Kv0HFKZ8i6LM0lnIJFJMLv3bABy6/Fip8XYPGIzIgoisODagmbNyyKHiLD58WYsvr64036OPDEPW0K34GrqVbx/+X1klCvejLyazvr7rxJX4fuH38NW3xYfD/gYJjZ6MDLXRsLjuo3MhXwJHp1NhkUPA3w2ax76demH7x58h1xe403PncfaQCyUIuaevFG5VCpDenQR7By7gNNA0oqqugq69TPC84gCpUMFNj/6GQaPe6FIJws0oLZSp6LGgXUfI6RFFdU7byG/ECsCV8DjiAfeu/Qevn3wLfzi/VAqLEVscSzeufgOfKJ9Ou33qShtqpQRkQTAUgDXAMQC8COiaIZhfmAYZlpbrt2ZyX2aCgAwsa/tZjSaNw9qNjbI2/R/IKniN8Gq4GBo9HSAGbcbhs5yYKuIK8HZpLPwOOqBY3HHlL7BiGViZFRkNPuBxZfwUSGqaNa1nYUyYRnOJJ3BZPvJ8LTxxPQe03E45jDSytMUniO5NBkjT4zE9w+/rxW83BhSmRR+8X5ws3CDvYF9rXOTu0/Gj8N+RHxJPK6nXVfq/bDIISJserwJvrG+eJjzEBdSLnS0SPXiF++HMmEZ1riuQYmwBHMvz8Wz/GcKXSuSirD9yXa4HXFDSG5IG0uqPLue7UJWZRY2eGyApqqmvJG5uzlykspQXlg7Diz0cir4lWIMn90T6qrq+HnkzxBJRfjq7leN3p9MbPRg1dsQEbcyIJXKkJNUBmGVBPZO9YcISWVS/BzyM47z96OyWIiiLMWt4tdSryEyOBU6YkOk9HmEL4JWIauydtcFW24XVBQLUJJTu1F7QHoAZp2fBbptjoXxP2H7qF9xaeYlPJrzCCemnID/NH8MsxqGraFbseDaAmRX1u0+QEQoK+B3+pi1Ng+IIKLLRNSLiHoQ0ca/j31LROfrGTv6dbeSAUBeXB5AMpg52dQ6zlFXh+mqVRAlJaPsgmI3QRKLURUWBu0hbm0h6muNVCbF3oi9kMgk+Cn4Jyy5sQR5vPqb9QokAgRlBmFfxD6subMGM8/NxJAjQzDZfzKOx9dfY64xiAjLApZh7uW5kMhav/dde3Eq4RT4Ej7m9ZsHAFg+cDnUOerYGrJVoeuFUiFWB62GWCbGqYRTWBqwVCH3592su8jh5eDd3u/We97L3gvdDbp3SPJBayOVSRFdFN1u6xERtj/ZjqNxR/Fhvw/Rr0s/7H62u9E4PalM2u5lSQQSAXyifeBu4Y4P+n0A30m+0FPXw4JrC3At9Vqj18YXx+O9S+/hYNRBAMDuZ7vbQ2SFiSqMgm+sL97u9TYGm7+I5qmuPxkf/MICVppXhYjADPQdagFTW3mAv62+Lb52+xqheaE4EHWg0bWcx9qgskSIlLACpIYXQkWVg25968YlV4mrsPL2ShyOOYwEvScgEJ6HK+bCzK7MxvcPvodr0UQYmGrhu7f+CwlJsCxwGXhiXs04m/5dAABpUXIXZqWoEuvurcOKWyvQUzAAvfKHgFOiBZv8/rDRt4EKR26A6KLVBTs8d+B/w/6H2OJYvHn+TZxOOF3zP5sZXwL/LWHwXf8Qe5ffge+3D3FlTySCz6cgMTQPvNLWbXPVElQ2bNjQ0TIozd69ezcsXry4o8VoNmFnoiEtLoHrPHdwNGpnSar36IHK27fBCwqC0XvvglFp3OrFD49A6YkT6LJwITQcerSl2J2CkNwQBGUGIaowqsmXOkcdXbUaduXeSr8FvwQ/bB65GW4WbvBP8sfJhJOw0LFAT6OeEEvFuJ99H3vC9+C7B9/hXPI5BOcGgy/hw07fDmOsx6CIX4QcXg5m9pyp1Pu4n30ff0b8iVJhKbobdEdPo9atkt0eiKVirA1aC64JFx9xPwIA6KjpQIWjguPxxzHAZABs9G0anePnkJ9xJ/MOdnjugJuFG47FHsPtzNsY1W0UdNUbLg+zKWQThBIh1nusB4epu7dkGAa6aro4mXASfY371rGmvUocjT2KlbdXwrGrI2z1bZu+oIXsDt+N/ZH78W7vd7F2yFpY6VrhWPwxGGsaw8nEqd5rtoRswdf3voaDoQN6GLbPfcgv3g/X067jh2E/wErXCoaahphsPxlP8p/gUMwhSGQSaKpqQk9dD+oq8qbwUpkU3tHeWBu0FjKSYeuorehj3AcnE07C3cIdFroWDa4XkhsCDRUNaKu1bQanWCbGZwGfQQUq2DFmBzRUXjwjNLTVkBVfgpzksppA/Zs+MagqFWLyJ05Q03jxvOht1Bup5ak4HnccPQ17wlbftt7fioGJFhJD81GQXoHCzAqY2emj71DLWmMK+YVYcmMJQvNCsXbIWpgZmKI8WQqmRBNOIxsvYSGRSbA0YClkhepwfD4GgyfZoW9/O/Tt0he+Mb5ILE2El50XGIaBhpYqUp7mo7JUgGyrWCwPXI6w/DAsclwEp6eT5b9rQw3kJJeBO8KqVh0yhmHQx7gPJtlPQmRBJI7GHcX1x3eRe5GDpJulICIMnmwHix6GYBigJIeH588KkBxWgC7ddFutxVVDfP/99zkbNmxoMraDbbPUAZSUq8BAkg8Vvbr/BAzDwGTFCmQsWoQSv5NNtuep+rs+2evazPtlbqXfwvJby0FQzM2oo6aDizMvNqiYHYo5BCtdK4y1GQtVjircLdzx9b2vsfbuWpyIP4HksmSUCcugp64HL3svTLSbCKeuTrWUBTUVNeyN2ItiQTGMNY0VkktGMvwW9husdK2gqaKJfZH74GXvVe8NszNzLe0a8vn5+G7od7WOv9/3fZxOOI2fQ37GKYtTUOPU3yvvdsZtHIs7hvf7vo+R3eTtUCx0LLDq9irMuTQHO8fuRL8udWpNI6M8A/ez7uNT50+hymn4FjbJfhJ2P9uNvRF74Wnt2SaFJM8mnUVKWUqd457WnnAxdWnx/BKZBL6xvgCA357+hmFWw9r0/2R/5H7sCd+DN3u+ia/cvgLDMPCw9ICruSv2RuzFTIeZdZSSoMwg+Mb6Qp2jjp+Cf4KbhRsMNOoPEpfIJDiVcAojuo2Ala5yDbxfRiwV42DUQQw0HYjBZi8sSUaaRtg3YR/W31+PfZH7sC9yHwDAStcKDoYOKBGUIKIwAuNtx2O9+3oYaRqhSlyFfRH7sDdyL/aY1V+WKCQ3BB9d+wgOhg44POlwoxuGlvJX1F9ILEnEDs8d0FOv+4zo7W6OW4fjkJ9aAQFPjLTIIgyd5QBtffVa4xiGwXr39YgpisGK2ytgomWCiXYTMcl+Ehy7Otb8HhgOgwFjrXHnaDwAwGVCbcU/qSQJnwV8hhJhCXZ47sBo69HIqczBl4FbYZZuh8oSIXSNGi7B9GfEn3hW8Az/lW6DQI2DPh5yxXeo5VCsdl2NTY834fenv2Op81KE5oUiwygWmtFW8L7xNcyNTOHj5QP1RFPcSo/D+I/k94MbB2PwPLwQ3V3qulmtdK3wm/tunDnwCBWJBIFaJe7b+SPHJgYTDMbjU+dPYaAh36RJxFKU5lU1WGi3I3i1ngKvAfxKEfikCSPthmNndIYPg7arKwr37IGsqqrBcQBQ9TgYGr16QdXo9S6DkVCSgC/vfol+Xfoh4O0A3HnnTqOvE1NOQCgVYkfYjnrniyyIRFh+GOb2nVvzYLfRt4G3lzeWD1yOHF4OhlkOw84xO3Fn9h18P/R7DLUcWudmPNp6NGQkw93Muwq/l+tp1xFbHIvPnD/DIqdFSCpNwq2MW83/cJRERjLsj9yP4JzmN9AgIhyKPgR7A3sMt6rdFUJdRR2rXVcjpSwFJ+JO1Ht9Hi8P6++vRx/jPlg5aGXNcQ9LDxyadAiqHFXMvzofpxNO13Hv+iX4QZVRxayesxqVUZWjigWOCxBdFI2H2Q+b+U4bJqM8A+vvr8fhmMM4Gnu05nU4+jAWXlvYKmsGpgciqzILE2wnIK44DtdT2y5Gzi/eDzvCdmCy/WR86/5tjfLHMAyWD1yOYkFxjYJYTUFVAdbdW4feRr1x0OsgSoWl2BrasOt6W+g2bAzeiDmX5iC8ILzZsl5IuYC8qjwsclpUR9nWUNHAzyN/xpU3r+A3z9/wucvncDJxQlZlFvL5+fhp+E/YNmobjDTl90xtNW3M6z8P97Pu1+smFkqF+P7h9+iq1RXPy57jy7tftlniQ0xRDPaE78EE2wkYYzOm3jE9BppCRZWD2AfZuHcyEQamWg0Wi9VT18PJqSexZdQWOHZ1xIn4E5h7eS4m+U/Cj49+hF+8H8LywmA5UBsaOvL7oGV/PcQVx+FC8gX88uQXzLsyDyKZCH95/YXR1qMBABa6Fug+QK4QRYWlNvh+nuQ9wd6IvZhuPROCWHX0dDWDps6LTdqcPnPwVq+3sD9yP8acHIOF1xciiHMFHFLBBpstODv9LPrpcfHobDLMuxugp6sZHAaZwsBEC6FXUuuNA5bJCDcPxIKfxsB9Rncs3jQWH703AwMtXeCX4CdPCKmQJ4Soqqmgazc9aOmq15mnwyCiV+41aNAgelVJiy6knUsCKPzrXxsdxwsLo5jefajgjz0NjpEJhRQ7wJlyftzY2mK2GzKZjALTAmn17dV0J+NOvWOK+EU08dRE8jzhSbmVuQrPvS1kG3G9uRRZEFnn3Orbq8n9iDtVCCuaLTuRXP4xJ8bQisAVCo0XS8U0xX8KzTg7gyRSCYmlYpp0ehLNvjCbZDJZi2RRlF1PdxHXm0suh1zoftb9Zs3xOOcxcb255BfvV+95mUxGi68vJo8jHuQT5VPre5NIJbTg6gJy9XWl5NLkeq/P5+XTB5c/IK43l97wf4MuJV8iqUxKfDGfhh0bRitvrVRITqFESGP9xtK8y/OUf5NNsOPJDnLycaKcypxax0v4JTTz3EwafHgwheaGtmiNuZfmktcpLxJJRTTj7Ax6w/8NEklFLZqzPngiHg09OpQWXFtAYqm43jFLA5aSxxEPKhWUEhGRVCalhdcW0uDDgym5RP49bg/dTlxvLj3IelDn+lPxp4jrzaWvgr4ir1NeNOjwILqeel1pWdviN1MhrCCPox60PHB5nXO/Pvm15j0diz1GXG8u/RL6S6us+zJBGUE0xHcIjfUbSwVVBY2OvfJnJO1cEkA7lwTQ84jGx75MubCcziaepSU3jN/1CgAAIABJREFUlpDbETfienNrXgu2f0FrfvyFnHycao45H3Km+VfmU3ZFdp25npc+p43Lj9OOH/3rXSufl0/jTo6jyacnU8iNJNq5JIDyUsvqjBNJRLT69mpaEbiCrj2/RpUCHu1dcYcCfGKIiOjeqcQ610bfy6KdSwIoNaqwznyPL6bQziUBFPewrswhOSE09OhQGnl8JD3Lf6bw59YaAAglBfQb1lLWzuTHygPJTXo0XrZC28UFup6eKDpwANKy+uvv8CMjQQLBK+m6JCI8yH6AuZfn4vNbnyMgPQCfBXyGDQ82oEr8wjooloqx6vYqFPILscNzB8x06jZab4jFTothrGmMTY831dpR5VTm4HradczqOavFbgiGYTDaejTuZ9+HUNp0sOj55PNILU/FUpelUOGoQJWjioWOCxFTFIMH2Q9aJIsiXEu9hj/C/8Aku0mwN7DH8sDlzco8OxRzCEYaRpjafWq95xmGwTdu38Ba3xpbQrdg/Knx+M/V/8Av3g+7w3cjODcYXw75Et0N6m8MbaJtAh8vH+zw3AF1FXWsvbsWs87PwpaQLSgTljUY4P9P1FXU8R/ufxCWH4bQ3No5RESEE3Fyy4GypRSkMinOJZ/DUMuhMNcxr3XOUNMQ+8bvg4WuBT69+WmzLULP8p8hvCAc7/d7H2ocNXzu8jnSytPapEDv+eTzKBeV4zPnzxp0CS9zWYZKcWVN4Lh3tDce5TzC2iFr0d1Q/j1+POBj2Orb4oeHP4AveZEhGJobih+Df8RQy6H4YdgPOPLGEfQx7oMvbn8B7yhvpTKfr6ZeRUZFBhY7Lm41l7Suui7m9JmDgPSAWvWu4orj8FfUX5jhMAMelh54t8+7eKf3OzgYdRAXklsvI9Uv3g/LApfBRt8GRyYfaTQWFpC7MAF5YLwy7Y701PUw3WE69ozbg4fvPcT1Wdexa+wurBy0EqaD1CEamo5FjouwZdQWnJt+Do/nPsZfXn/VG2tnZ2AHxpYHZGqjoKx2bbEifhEWXl+IcmE5fh75MxLuFcDUTr8mEeFl1FTU8POon7Hdczsm2E2AjoY2bPoZIy2qCCW5PEQEZqDPS0kMgLztlK6RBp5crm0ty0kqRcilVPQaYobe7nVlHmw+GL6TfaGtqo0F1xa0qeW52SiiuXW216tsKbu46Q7t/9CPKu7da3IsPy6eYvr0pbyt2+o9X7B7N8X06UuSkpLWFlNp9kXsU3jn+iT3CX145UPienNp/Mnx5J/gTzwRj7aFbiNHb0fyOuVFYXlhJJPJ6Lv73xHXm0uXki81Sy7/BH/ienPpQvKFmmNbQ7bSAJ8B9e7+mkNQRhBxvbkUlBHU6DiBREBj/cbSnItzan1OIomIxp0cRx9c/kChzy+rIovW31tPnic8KaE4QWE5owujafDhwTT30lwSSoRUWFVI085MoyG+Q+hp3lOF53le+pwcvR1p59OdCo1PKU2h3c9209QzU2t24KturVLYyiGVSelyymWa4j+FuN5cmnpmqlIWEr6YTyOPj6TF1xfXHMvj5dGS60uI680lR29Heu/ie0pZoKq/88YsPXm8PJp0ehJ5HPGg6MJoheeuZtWtVeRxxIN4Ih4Rya2Pcy7NoTF+Y4gv5is9X0NIZVKafHpynf/L+lgbtJYGHx5MgWmB5OzjTCtvraxzTbUVdcvjLURElFGeQSOOjaAp/lOoTPjC2sEX82nVrVXE9ebS9w++b9BC909Zp5+ZTjPOziCpTNqMd9swJfwScvV1pbVBa4lIbpF7+/zbNOr4qBrrIBGRSCqij65+RC6HXFpsbZHKpDUW/U9ufEKVokrFrpNI6dH5ZCorrGrR+i3lUWiE3GJ32qfmWKmglN489yYNPjyYQnJCKDOumHYuCaDYB4rfb2MfZNPOJQF0ZMMj+nP5baosFdQZE3Erg3YuCaDM+GIiIhLwROT91T069M19ElY1/r9UxC+i9y+9T1xvLh2MPNguXgooaCnrcAWrOa9XWSnzWXGNTry5jUTZiv2DZv53NcUOcCZRXl6dc6kfzqfk6TNaW0SlSS9Pp4GHBhLXm0vxxfGNjg3JCSGuN5dGnxhNR2KOkFAirHU+NDeUJp6aSE4+TvTxjY+J682lHU92NFs2qUxKsy/MpjEnxhBPxKNKUSW5H3Gn1bdXN3vOfyKQCMjV15V+ePBDo+N8onyI682lR9mP6pw7EnOEuN5cepzzuMHr83n5tPHRRnI+5Ewuh1zI1deVFlxdoNANJZ+XT2P9xtK4k+NquUYaUxwkUgmllqXSzdSb9MezP+iL21/QtDPTaIDPAHI55NKki+WfyGQyiiuKo8PRh5vlNhZLxXQl5QrFFMYofe2ByAM1ruwrKVdo6NGhNPjwYDoWe4yuPr9KXG8u/fqk8ZCCl1l5ayWNODaCRJLGFbnsimyacHICDT82XCm5MysyycnHibaF1t6QBWcHE9ebS95R3grP1RSBaYHE9ebSledXmhybXpZOzj7ONRuql5WVl9nwYAM5+ThRcHYwzTg7gzyOetDz0ud1xkllUvol9BfienNp5a2VTSpmN1JvtGiT1hTbQraRk48TpZWl0cHIg8T15tLV51frjCvhl9Ck05No1PFRddzX9cEX8+lp3tNar7C8MFp5ayVxvbn0v4f/U0gp7WxIJVLasewKrfx2C1UIK6hcWE7vXHiHBh4aWBMaceXPSNq36g6JhRKF5+WVCWvcs0+updY7RiyU0IHVd+nsdvkG/sqfkbT7k0DKTanrIq0PgURAX9z+grjeXDoWe0xh2ZqLokoZm33ZjogEElTwVWEizIOqmWJuOJNlS1F+5Qryt26FybJlULOyAsPhQCYSgf/0KYzefadZskQXRcNe375V0rt/Cf2lxo0QnBOMXka9Ghx7M/0mNFQ0cHHmReio6dQ5P8hsEE5Pk2fu+Sf6Y4z1GCx1Wdps2TgMB18N+QofXPkAB6IOwEjDCJXiSnzQ74Nmz/lPNFQ0MMxyGG5n3MY693X1ulR4Yh72R+6Hu4U73Czq1pR7s+eb2BuxF/si9sHVvLY7OqcyB8fijuFY3DGIZWLMcJiBjwd8jMD0QPzf4/9DYEYgxtqMbVA+oVSIFbdWoFxUjkOTDtVyjZhqm+LAhAOYf3U+Ft9YjA/7fYjU8lQklSYhpTQFAqkAAMCAQTe9bnAwdMBYm7EYZT2qSRfLP2EYBr2Ne6O3cW+lrqtGlaMKL3uvZl37Tu93cCDyAD69+SlKhCVw6uqEjcM3ws7ADoC8nc2ByAMNfj8vUywoxq2MW3ivz3tQU6k/s7QaC10L7J+wH/Ovzsfsi7PhbOJck8nb2Od3JPYIOOBgTp85tY4PsRgCDwsP7I/c3yrud0DuirbQscA4m3FNjrXWt8Zbvd6CX4IfNo3Y1GCW5apBqxCUEYRFNxaBAYPd43bXfNYvw2E4WDloJYw1jbE1dCvW3V+HjcM21tSfepnowmj8+OhH2OrbYqLdRKXfpyLM6z8PR2KP4KfHPyE0NxSe1p6YYDuhzjhDTUPsHLMTcy/Pxcc3PsZBr4MNZl+XCcvw0bWPkFCSUOccAwb/HfxfzOs3r02yg9sajgoHlv30IYrqhYMRBxGSH4L44nj86vkrhloOBa9UiOfPCuA01hqqShQ119ZXh3l3ffArxRjgWX/JDVV1FbiMs8ED/yQEHU9Aclg+PGb2gJl9483Yq6lOCHE2ccbUHvWHYXQIimhune31qlrKshJLaOeSAHr0jmJBytXkbNxIMb37UEzvPhTr7EIpb71N6R9/QjG9+1D5zZtKy3En4448sPPqghYHDT/KfkRcby7tDd9Lb/i/QZ/e/LTR8VP8p9CS60sUmjupJKlJS4SirLmzhgYeGkhjToxpk6Dvs4lnievNpajCqHrP7366m7jeXIrIj2hwjuqdeXh+OBVUFdDR2KM1we6O3o70ZdCXlFaWVjNeLBXTjLMzyOuUFwkkdc37RHLr1JdBXxLXm0s3Um80uHZ6WTqN9RtLXG8ujTkxhhZfX0w/P/6Z/BP8KbIgssaF9iqzL2IfOfs4055ne+pYJXgiHk09M5U8T3hSMb+40Xm8o7yJ682lxOJEhdfO5+XTvoh9NPPcTOJ6c8nJx4kWXFtA55PO15GlXFhObkfcaM2dNfXOFVUQRVxvLu16ukvh9RsiqjBKacubRCqhzIrMJscFpgXSAJ8BdCTmiELz7ovYR1xvLn17/9s6rsmAtABy9XWliacmUlJJksKyNoeNjzYS15tL7kfcm0wsepzzmAYdHkRvnX+rXqthubCcZl+YTQMPDST/BH+6n3m/1kuZ/6HOSmJoHu1cEkDjfpNb0V926VcH3ZfmK3//4JUJiVcmbHSMkC+mfavu0M4lAXKLmbR9kqWaA1j3ZefjWUA67VwSQIkrv1HqOplUSlXPnlHJyZOUs3Ejpc6fT/HDhlO8mztJyhQz1VaTz8unEcdGkOcJzxqzeWNcTL5It9Jv1XuuWimYeGoiCSQC+uHBDzTEd0iDil5WRRZxvbnkE+VT7/m2JKcyh1x9XYnrzaWbqcorsk1RzC8mJx+neuOs4ovjaeChgU1mDFaKKmsyg6ozoGacnUF/hv9J6eXp9V7zIOsBcb25tC9iX51zMpmMNgVvIq43l/Y8aziLtxqhRNigO+p1QCaTUbmwvMHzcUVx5HLIhZbeXNqgS1gmk9H0M9NpzsU5zZYjsTiRfgv7jSadnkRcby5N8Z9Cl1Mu1ygi1UpfQwo+kdx9OsR3iEKus8ZYG7SW3I64Nfq5tARFY6Sq+T3sd+J6c+nHhz/WfAeHow+To7cjvXvhXaVd5s0hpzKHxp8cT+eSzik0/n7mfXI55ELvXni3llueJ+LR+5feJ2cfZ7qdfrutxO1whFVi2vVpAC398Yea2F2ZVEbZiSX015q7dP43xeNVm0N4YAYd+uY+VZbUvzHtLLBKWSfkxoEI2vufM5S3s+U7XCK5sqYM/0xh3xa6rUF/ukQqqXmgVz/U//mgqk4Pr7bAXE+9TlxvLoXlhdW7/sn4k8T15rb5TrchjsQcoQXXFpBEqnhsgzLMuzyP3jr/Vq1jVeIqmnF2Bo06PooKq+qmb/+To7FHacbZGbTjyQ6Fg/g/D/icXH1dKY/3Iu5QJpPVlCfYFLyp3cptvOocjj5MXG9ug9adZ/nPiOvNpZPxJ1u8lkwmo5tpN2nG2RnE9ebSzHMz6WbqTRp/cjzNvzK/0WtTSlNqyic0FcfZEDmVOeTs40ybH29u1vVtgUwmo60hW4nrzaWfH/9MPz36ibjeXFoeuJyqxO0X1K7s7+VW+i1y9nGmDy5/QDwRj6rEVfSfq/+pYzl6XTm34yn5rn9A+WnldO9UInl/eY92LgmgPUtvUVZC45bn1uBVuL8pqpSxJTHakYKUEuhWZECzR/1lAJSF4Sj39flE+9RKYV/ushyjuo3CpsebahUSre5x5hvri7l952JK9ynY+Wwn1t9fD7FUXvS2TFiGnc92Yoj5kJp4piHmQ8CAwaOcR/Wu/yD7AUy1TRssg9DWzOk7B/sn7K83XqU18LT2RFxxHHIqc2qObQ3ZiqTSJPw0/Cd00erS5Bzv9XkPZ6afwecDP1e49dJ/B/8XEpmkVqHcPRF7cCDqAGb3mo01rmteyXiVjmBu37kY2W0ktoVuQ2B6YJ3zZxLPQEtVC152zYttexmGYTDWZixOTzuNzSM2QyQVYcXtFcjh5dT0Em0IewN7+EzyARFh3pV5eJClfDmVo3FHIYMMc/s23jWkPWEYBqsGrcJ7fd7DoZhDNf03t43aBi1VrXaVQxlGW4/GppGbEF4QjmWBy7Dy1kqE5oZi4/CNGG87vo2k7DzYO3VFaT4ffj+FICIgA1276WLcf/rhP1uGw7Jn2xc2f63ub4pobp3t9SpayiQiKe36+CZd8FpD/Pjm7WxbQmRBZL0p7BXCCppxdgYNPTqU0srSqKCqgN658A45+TiRb4wvEcl3IdUFRxdcXUBlwjLa+GgjOfk41dmlz74wmz688mGd9cVSMXkc9aD199a36fvsSJ6XPieuN5eOxh4lIqKbqTeJ682lbSH1lzRpTaqtYuH54TWZht/c/abVywb8GyjiF9Hb598mrjeX1t9bX+OS4ol4NMR3CH199+s2WVcsFZN/gj9tDdmq8PeWU5lDs87NogE+A5Sy3vFEPPI44kGrbq1qrrhtilQmpT3P9tCZxDMdLYpSnE86T47ejsT15pJ/Qv1FVV9H+JUiCjgUQ9F3s4hf2frFjV8HwGZfdi6KsitBxECPlwl127ZvKvwyPDEPa4LWoKt2V3zn8V2tXYWuui5+G/Mb5lyag88CPoNQKkSpsLSmxxkg34V86vwpuul1w3cPvsOcS3OQWZGJt3u9XSfT0s3CDYdjDqNKXFUrszOqMAoVogoMtRraLu+5I7AzsIOdvh1uZ9yGp7Unvnv4Hfp36Y9lLsvafO1FTotwPvk8lt9ajkJ+ISbZTcL3Q79/5fppdgaMNY1xZPIR/BH+Bw5EHcDj3Mf4cdiPyKzMRJWkCm/2fLNN1lXlqCrd2N5cxxw+k3zwxZ0v8P3D75FRkYHPXT5v0hp8JukMKsQVmNe/cYtcR8FhOFgyYElHi6E0U3tMha6aLqQkxTjbprNZXxc0ddQw5oO+HS3GawF7x24nCtIrAABGuhJwNNqv+alYJsb/Hv0PWZVZ2Dxic70p7NZ61vhl9C/IrMiERCaBt5d3jUL2MtN6TMPe8fLm2zpqOljqXLdUhbu5OyQyCcLyw2odf5j9EAwYuJu7t9p764x4Wnvice5jrL6zGiKpCJtHbm6ybEJroKOmgxWDVqCQX4ixNmOxcUT9ZQVYFENNRQ2fD/wcPl4+4DAcfHTtI2x/sh12+nYYaDqwo8WrhY6aDnaO2YnZvWbjYNRBjD81Hpsfb0ZEQYQ8cPhvKkWVOJ98Hp/c/ARbQ7bC2cQZA0wGdKDkryeeNp7/KoWMpXVhLWXtRGFGJVRlQhhat71/XSqTIiw/DFeeX8GNtBsoFZbi0wGfYqBZww8TV3NXHJ9yHF21ujYa++Rq7gr/af4QSoUw1DSsc97FzAVqHDUE5wTXalR9P/s+uF259V7zOjHaejT+iv4LzwqeYePwjbDVbz+r6NTuU2GjZ4P+XfpDjdP2iuC/AWdTZ5yaegrbQrfBL8EPH3E/6pTxK6ocVaxzX4ehlkNxPvk8TsSfgG+sL6x0rTDedjwyKzIRlBkEkUwESx1LzOs/r04NNBYWlo6HVcraiYL0cuhWZEDDue2C3LMqs3Ak9giuPb+GfH4+tFS1MNp6NCbbT8aobqOavF7Rop7/7PX3MlqqWnA2da4V7F8mLENkYSQWOS5SaP5XmQEmA2ChYwFXc9cG+0K2FQzDwNnUuV3X/DegraaN9R7rscBxQaP/+x0NwzAYazsWY23HokJUgcD0QFxJvYLDMYdhpGmEt3u/jUn2k+DU1alTKpYsLCysUtYuEBGKsythVpEJ9e6OrT5/flU+9kbsxenE02DAYITVCEyyn4SR3Ua2SsV+ZXG3cMfvT39HiaAERppGeJz7GDKSYajl6xtPVo0KRwXnZ5yHuoo6++B7zbDUtexoERSmuvH0dIfpqBJXQUNFg3Vns7C8ArBKWTsg4IkhFhG0BIXQ6N56lrJiQTEORh7E8fjjkMqkeLPnm1jktKjDd/NuFm74/envCM4NhpedF+5n3Yeumi4cTVpfIe2MaKpqdrQILCw1dMTGjIWFpXmwSlk7UF4o7x+oyS+CeisoZeWicvhE+8A3xhcCqQBTuk/BxwM+hrVe/T3C2pv+XfpDV00XwTnBmGg7EQ+yH8DNwo2Nc2JhYWFhYWkEVilrISSVglFp3C1QXsgHAOioCaFq1PxA/ypxFY7EHsFf0X+hQlSBCbYT8JnzZ+hu2DHFWBtClaOKweaDEZwTjNTyVOTwcrDQcWFHi8XCwsLCwtKpYZWyFiApLkbyuPGw3LoVemM8GxxXUSS3lBlYNi/zUCQV4XjccRyIOoBiQTFGdRuFpS5L0ce4T7Pmaw/cLdxxO+M2TiacBIB/RTwZCwsLCwtLS2CVshYgyc2FrKoKhXv2QNdzdIOB3WW5FVAT86DTw6ZZ62x/sh2+sb5ws3DDMpdlr0RtIXcLeT2y43HHYatvi2563TpYIhYWFhYWls4NWzy2BcgEcguYICIC/KfPGhxXHJ0GTX4hDGcpXwmcJ+bhTNIZTLafjP0T9r8SChkAdDfoDhMtE4hlYnhYeHS0OCwsLCwsLJ0eVilrATI+v+bvYm/v+scIhSgv4EFXh6DlrHwNqUspl8AT8zCn76tV6JFhGAyxGAIAGGY1rIOlYWFhYWFh6fywSlkLoL8tZTrDh6Pi5k2IMjLqjCk5dRp8NQN0GdBT+fmJcDz+OPoa94VTV6cWy9veTO0+FT2NemKI+ZCOFoWFhYWFhaXTwyplLUDGlytlXRYuAFRUUHz4cK3zJBIh2+cEiKMGY0d7ped/mv8UiSWJeKf3O69kIdJhVsPgP82frZPEwsLCwsKiAKxS1gJIIHdfqtvYwGDyJJSdOg1peXnN+bILF1BZJgUAGHTVUnr+4/HHoaemh0n2k1pHYBYWFhYWFpZOC6uUtYBqSxmjpQXjDz+ErKoKpSdPAZDXLyvcuxeSHnK3o76SSlkhvxA30m5gusN01tLEwsLCwsLyL4BVylqA7G9LGUdTE5r9+kHbzQ3Fvr4gsRjlV65CnJYOuHkCDKBnrFzrnTOJZyCRSTC79+y2EJ2FhYWFhYWlk8EqZS2Aqi1lGhoAAOP5H0KSk4Pyq9dQ9OceqDv0gNDAEjoGGlBRU/yjlsqk8Evwg5uFG+wNlI9FY2FhYWFhYXn1YJWyFiATCMBoaoLhyD9G3VGjoG5nh9wff4QwMQldl3yMiiIh9LsqZyULygxCLi8X7/Z+ty3EZmFhYWFhYemEsEpZCyABHxzNFwoXw+HAeP6HkJWVQc3GBvqTvFBeyId+F+XiyU4knICplilGW49uZYlZWFhYWFhYOiusUtYCZHwBGK3aCpfB9OnQGjAApl98ARk4qCwVQq+L4payjPIM3M+6j7d6vQVVDtsFi4WFhYWF5d8C+9RvAbJ/WMoAgKOlBbsTxwEApflVAEEp9+XJxJNQYVQwq9esVpWVhYWFhYWFpXPDWspaAAmEYLQaVrgqCuWJAMq4L2OKYtC/S3+Yapu2WD4WFpbXFyLqaBFYWFhaGVYpawFyS1nDCld5kbxkhp4SlrKcyhxY6lq2WDYWFpbXl6isMjh9fx0RmaUdLQoLC0srwiplLYD4gjruy5cpLxSAw2Gga6SYUiYjGXJ5ubDQsWgtEVlYWF5DfgtIRIVAgsuRuR0tCgsLSyvCKmUtQCaoG+j/MuVFfOgaa4DDUaxvZbGgGCKZCOY65q0lIgsLSysglspwOz4ffJG0o0VBfG4FrsfkgWGAu4kFHS0OCwtLK8IqZS2A+HUD/V+mvFCgVHulXJ5818u6L1lYOgdSGcE/LBNjt93B/L9CcPJJRkeLhF23kqCjroKFw+0RnV2OggphR4vEwsLSSrBKWQuQW8oaCfQv4kNfiXIY2ZXZAMC6L1lY2oCUgkr8ejMBQknT1i6ZjHA5MgcTfw3CKr9w6GqoQl2Vg7SiqiavPfcsC7fj81tD5Do8L+ThYkQ23vewxbQBVgCA+0mFbbIWCwtL+8MqZS1AJhA0GOgvEkjArxBDTwlLWQ4vBwBY9yULSxtwNDgdv95MxOfHnkIslTU4LqWgEtN23cOnR8IAAH/MHYiLy4ajm5EWskv5Ta6z6UocPvENQ1J+ZavJXs0ft5OgpsLBwuHd0d9SH8Y66ghKYF2YLCyvC6xS1gKIzwenAUtZRdHf5TCUyLzM5eVCW1Ub+ur6rSIfCwvLCyKyyqCnoYpr0XlY5RcOqaxuSYnglCLM3P0AOaUC/DJ7AK6tGIlJjhbgcBhYGWohu0zQ6BpiqQx55QLwxVJ8fuypQlY5RcksqYJ/WBbeG2IDEz15rOpwh64ISiyErJ73wsLC8urBFo9tJiSVgkQiMBr1K13lRcrXKMvhycthMIxiiQEsLCyKIZURorLKMHuwNcz0NbH5ahw0VDn4eZZTTSLO2adZWHMqAtbGWvhr/hDYdNGuNYelgRbicht3S+aWCSAjwKu/Oa5G52LzlXh8O7Vfq7yHP++kgGGAxSO71xwb2csE58OzEZdbgX6W7GaOpXUhIsgIUFEwWa01+co/Av5hWXWOD7I1wsH5rtBUU2l3mdoDVilrJiSQK10NWcrKC+VuDmUC/bMrs1nXJQtLG5BcUIkqkRRO3Qzw5sBuEIil2BGQCE01Dn6YxsXvgUnYfjMB7t2N8ef7g2GgrVZnDgtDTRRUCCGUSKGhWv8DIbNE/rv/wMMWZvoaOHj/OUb07ArPPi0rBp1fLsCJ0AzMGtgNloYv7ikjenYFAAQlFrBKGUur4xucjt8DEnFntSe01NtPCaoQiHH6SRacbQzhYmNYc5wnlMD3UTo2XYnDhmn9202e9oRVypqJ7G+ljGkg+7KiUABVdQ609Ore3Bsil5cLblduq8jHwvIqEZNdDgdTXairtk1ERXiGvMiqUzf5DX7FuJ4QSKT4804KHj8vRkJeJd50scKmWU4NylCtDOWVCetY0arJ+jvmzMpQC19N7ovg58X478lwXFk+Aqb6iocy/JN9d1MgkcrwyegetY6b6Wuij7keghIK8PGoHg1czcLSPAJi85BfIURgXD7ecGp5AhoRITq7HD1MdBtV8m7FF0AklWHNxN4YbGdc65wqhwPvB6kY2asrxvQxa7FMnQ02pqyZyPh/W8oaCPQvL+JDr4uWwq5IvoSPEmEJm3nJ8q8jv1yAqTvv4cC95222RkSmPJ6se1cdAADDMPjSqw/mD7VDQl4lVozriW2zBzSqFFr9rZRlNRLsn/W3pczcQBPg1SqlAAAgAElEQVSaair4/T0X8EQSfHEyvNlxX/kVAvg+Sse0AZaw7aJT5/yInl0RmlqCKpGkWfOzsNSHTEZ4klYCALgYkd3i+YJTijD7z4eY8vs9bL4a1+jYq1E5MNHTwEAbozrnvpzUB30t9PHfkxHIL288xvNVhFXKmgkJ5DffBt2XRQKlg/wBwEKXVcpY/l2EZ5ZBKiNcjW66Ov3dxAI8TS9Reo2IzFJwrQxqFXJmGAbfTe2Hx9+MxYpxvZrcQFkYyH/POWWNKGWlVTDR06iJd+lppof1U/rhbmIh9t9LUVru2/H5mPLbPUhlhM88HeodM7KXCURSGYJTipWe/1UjOKUI9xLZEiDtQUJ+BSoEEpjqaSAwLh+VwuYp/c8ySvHBgWC8s/cR0our0N9SH/5hmRCI60+CEYiluBVXgIn9zeotvC7f7DijSiTBKr/mb3YAQCKV4ZszkYjOLmv2HK0Nq5Q1k2pLGVOPpYyIUFHIVy7Iv1JeDoO1lLH824jMkt8QwzNKG935CsRSfOIbhjn7gpW6iYokMsTmVMDJ2qDOOYZhYKqn2Oap2n3ZWFmMrFJ+jUWtmjlDbODZ2wS7biU3+CD6J1UiCdadjcT8v0JgoKUG/0+HoqeZXr1jXe2MoaHKwZ3XvDQGEWHt6Qh8fvwpRJKGS5q0J4cepmLHzUSkFLR++ZOOJjRVvvlZ49UHQokMAbF5Sl0v/70+wYxd9xGdXY51b/TFndWe+HpyX5QLJLjWwCYsKKEAfLEUXv0bfhY6mOphw9T+uJdUiL13ld/sVHMrvgBHgtORXdp5LG6sUtZMGrOUCaskEAmkSlnKqmuUsUoZy7+NqL9LVQBAQFzD2Y13EgpqduuLfEIVrmQfl1sOkVSGAd0Mmx7cCJpqKuiio46sRm7g2aUCWBnVVsoYhsFHw+1RxhfjRkzTD7aw9BJM3nEXR4LTsXC4PS4sGw6uVV2F8mW53Lp3abeWS0/TS7DyxDPkV7Tvgyy5gIfUoioU80RKKwhtI08lvjsfje03EzBm2x288dtd/HknuVH3dlvyJK0Enx0Nw4NWKib8JK0EJnoaeNPFCub6mrgQnqPU9fvvpuBKVC6Wj+2JoDWeWDiiOzTVVODRvQusjbXgF1p/d4yrUbkw0FKDW3fjes9X846rNSY7mmPrtfiamFFlORGSga66Ghjd26RZ17cFrFLWTBoL9K/JvFSyHAaH4cBEu/P8c7CwtAeRWWUY398M3Yy0cLMRpeViRA6MddRxdJEbiqtE+Nj3iUJ1wMIz5VY1x0YUG0WxMNRs0H0pkxGySvnoZlj3dz+sR1dYGTb8IKrmalQO3vrjAcRSwtGF7lg3pZ9Cqf8je3ZFcgGvXRSCXbeScOZpFmbueoDEvIo2X6+am38rYkbaajjRxOdYH7fj8zF9132UVYlbRZ7dt5KhocrBxWXDse6NvlBV4eD/rsRh2KZA/HQ5tlXWUISorDJ85B2CWX88wKWIHPwWmNgq84akFmOwrRE4HAZvOFngTkI+yviKfXa5ZQLsupUMr/7mWDm+F3Q1XuQUcjgM3h5kjftJRcj4f/buO7zN8twf+PeRZFvee8YZzp5OQpyEsEfYCYFCCaXQRdvD6D4dnLa/Dnra01K6y6EFyoFSaMsoFGgIo8wEsgnZIXFiJ3biHQ/JeiW9ep/fH68kaw9bshX5+7kuXcTW8GNhW7fu+37up8f/hAyHquG1/e24ZG4lMoyRwxMhBP7n2npUFpjx5b+9H3MW2qNjQMEbBztw3ZIJUb/WaEqdlZxmNJsnUxb8B7i/Sw/Y8uPMlFXkVCDDEPtuTaLTXXu/gs4BOxZMKMTKOZXYcLgrZMP6oEPFa/vaccX8KiyeVIxffHQRtjefwnee3QMpI/eU7Drei5LcTNQWx/4mKZyawvBT/busdjhULShTBrhfiBpqseFwF1pOhT6qyaVJ3LP+IGZW5mP9V87FimmlMa/rvJn6m7l3YixhKk4XWk4NBl2ivbD12Zx468NOXDy7AnZVw0fuf3fExzw1dVlx8S/exBObj0W83av72jF/QgFuPnMy3v6wM2JvX6AP2wfwhSfexwfHe/HekejrjbZp4njPIJ7bqQ/ynT+hEJ89dyr+eefZePsbF+KSuZV45N0mDCiJCf7COdwxgDse345Vv9uA7c2n8M3LZ+G286dh05GeEQfn7f0KWk7ZvDsfV9VXw+mSeCWGvk8A+OlL++GSEt+5ak7I669fUgshgKcCguv3jnSjX1Fx+bzYRkMV5mTg59fXo6l7EA/FWcb8x45WuDSJGxomxnW/ZGNQNkzeOWWhMmXdnkxZfEEZS5c03uz2yWJdMrcSdlUL2cj9+oEO2JwurKqvAQBcVV+NL188A09vb8FD70TetbmrpQ/1tYUJGcpcU5Qdtv/Es/MysKfM46PuP/5PbWsJef263SdxpMuKL188A/nm+N6czajIQ1WBGW/HWML86B/ewzk/eyPocvNDmyPe75W9bXC6JL548Qw8d+dZqC4045MPb4maAQzneM8gbnpwExo7rbj/rcNhm7a7LHbsOHYKK+dU4qNLJkKTwNNhnsdAPVYHPvvoNmRnGpFlMmDz0cgbIjoGFCy++1X84a3GsLf5w1uNMArhN8gXACaV5uC286fBoWoxlaqH60SvDat+twFvHezEl9zlwTsumI6blk0CoA9CHglPP1nDZH3346KJRagtzsaLu6KXMLc39+C5nSfw+XOnYmJJ6NExNUXZOG9GOZ7a3uJ3ssb6PW3IzTTiHPf8vVicNb0MV8yvwn1vNMYcqEsp8eTW41g6pRjTyvNi/lqjgUHZMHkb/UNkyga6FGTlmJAVYgBlOCctJzk4lsadXa19MAhgbk0BltWVIN9s8papfL34gb5FflndUJ/Jly+egSsXVOEnL+3HG2F60QYdKg51DHjnk41UTZEZFruK/hBZEO+MsjAZuQlF2ThnehmeDnghAvTS531vHMb0ijxcFmOWwJcQAufNLMOGQ11QI5zrCeilpd2tffjIGRNwz/X13stNyydhW/Mp7GoJ35/zwq6TmFiSjYW1hagtzsHTt5+FM6eW4ptP78LP1h+IKzvU1qfg4w9thsWu4rbzp+F4jw2bjnaHvO3rBzogJbByTiUmleZgxdRSPLn9eNSddw5Vw+1/2Y62fgUP3LIEZ0wqxpYoQdmGQ12wqxp+/vJB7Aix07etT8FT21pwfUMtqguD/1+fMakIE4qy8cIHIx8jEc5Le9qgODU8d+fZ+NolM1GYrb/WTCrNQcPkYjz7fmvUDHIkW5t6kJ1h9A4kFkJgVX0NNh7uwimrI+z9NE3ihy/sQ2VBVtBMvUBrl07EyT7F2wvp0iRe3deGC2dXxD2t/9tXzoFLSvzspcijNjy2NZ/CkS5rymXJAAZlw+Zt9A+TKcuPI0umSQ1tg22oya1J2PqITgd7WvswvSIPOZkmZBgNuGBWBf69v8MvaLHYVbxxsANXLaj2O+7FYBC496MLMbuqAP/1j90hd+Ttae2HJoGFtSPvJwMi78CMlikD9Bei1l5bUMnv3wc6cKBtAHdeOC3kGIBYnDujHP2Kil2tkXemer72refU4YaGid7LXVfMRk6mEX/Z1Bzyfj1WBzYe7sKq+qGj4ArMGfi/Ty/F2oaJuP/NRiz579dw22PbsW73yYil0M4BO256aBN6rA78+dbl+MrKGSgwm/Dk1tAZt9f2taO60Ix57iBh7dKJEYM4QM+GfP/5vdh8tAf3XFePxZOKsayuBPtP9ocMqj02HO5CUU4Gqgv1XqXA2z7w9hG4pMTtYYb1CqH3YL1zqAu9g+EDmJF4eU8bZlflh9yRe83iCTjcYcHeE/3DfvztzaewaGKRX6/VqvpqqFFG1zy9owW7Wvpw1xWzkZsVeTb9xXMqUJyT4c2ybmvqQZfFgSvmx18xmliSg8+fOxXP7TyB7c3RR8P8fetx5GWZEjIQN9EYlA1TpExZf5cS1/FKXbYuqJrK8iWNO7tb+/x2Fq6cU4FuqwM7fXZTvbavHXZVw+qFwb8fOZkmfPPyWWjrV7Bud3BpxZP1SVymLEJQ1mtDgdkUsfR4ydzKoEZ1KSV+//ohTCrJwer64b8xO2d6GQwCYbOGHhsbu1CSm4k5Vf7HMhWYM3DN4gn4584TIZvh1+9pg0uTWBXwQpZhNOCn1y3AM7efhZuW6dm2Ox7fgSU/ehVf+uv7+L+NR/Hu4S50W/Tdsj1WB25+aDNO9ir4v08vxaKJRTBnGLFm0QS8tKctqJlccbrwzqEurJxT6Q0GL59fhfwIQRwA/Pm9Zvx1yzHcfsE0XLN4AgBgWV0JNAnvUNRAUkq8e7gbZ08vw29uXIwTvQq+69O32G2x44ktzVizqCZsaQ4AVtfXQNVk2LEP4XRZ7PjfNw9HzHZ2DtixtbkHl88PnVFdVV+NTKMh5LmRsbDaVew72Y+GKf6DW+fVFKCuLDdsBnBAceKe9QdxxqQiXLNoQtSvk2Uy4trFtXh1Xzt6rA6s39uGTJNh2Dsh77hwGqoKzPjhC/siZlAHFCf+teskVi+sRk5m6h1qxKBsmDTFBhgMEBn+f4ClJjHQrcTdTwZwcCyNL75N/h4XzKyAySD8SpgvfHACNYVmLJ4YPN0bAM6fUY7pFXl4aMORoJLNBy19qCk0ozw/KyFrrin0BGXBfWWtp2x+51KGkmUy4prFE/Dq3nZvGWjD4S580NKH2y+YBtMIdoEV52aiYXIJXtsfPiiTUmLj4S6smFYaMiN38/LJsKsantoeHOy8uOsEppblYm518BmbQggsmVyMH1w9D5u/fTGe+OxyrF6ol7t++MI+3PTQZiz579fQ8N+v4srfvIOj3VY89MkGLPU5Qmft0omwqxqe3+kfTLzb2AWb04WVc4eO1DFnGHFNmCAO0DcF3P3iPqycU4FvXDrL+/nFk4pgMoiwJczGTiva+hWcPa0MSyYX46srZ+D5D07gGXeA86cNR2FXNdxxQehBvh7zJxRgcmlOTD1Yvv74ViPuWX8QL+8N34/2yr42SImwQVlRTiYunK0fVB+tlB3KzuO9cGkSSyb7/77pJcxqbDrSHXIcze9fP4wuix3fXz0v5v7NtUsnwumS+MeOFry8pw3nzSiPmmELJyfThLuumI1dLX14ekf4fsMXd52EzelKydIlwKBs2KRih8FsDvrhsw+qcKka8orjD8rYU0bjye4QoyoKczKwrK7EOxqjb9CJtw914qr66rBlPYNB4NZz6rCntR+bAqba72rpTViWDADK87NgMoiwmbJYdniuXToRDpeG59zBx+9eP4yqAjM+ckb07EI0K+dWYP/J/rA7PBs7rWjvt+PsaaEbqefWFKBhcjEe33zML9vQMaBg05FurFpYE/UF12gQOGt6GX56XT22fXcltnznYvzl1uX4f6vm4uLZlZhekYcHP9GAs6f7r2H+hELMrS4IGnfx6r4O5GYacWbA3KpwQdyf32vCfzy2DXOrC/DrGxf7/dzkZJqwoLYwbFD2bqNe2j3HvbbbL5iOM6eW4Hv/3IOdx3vx5/eaceX8akyviNwc7glgNh7uQpcltnl6DlXzZrce29QU9nbr97ShriwXs8IMEwaAaxdPQJfFjg0hdsZKKfHLVz/E78OMztjWdApCAGdMDn4TtHphDTQJvLRnKNg82DaAe18+iIc3HsX1S2qxcGLsv2+zqvKxcGIRfvf6YZzoU3BFmEAzVmsW1eCMSUW4Z/3BsP2Nf996HDMr87AojnWOJgZlw6QptpClS8Wq/yCY8+I4iNyip7jZU0bjyW6fJn9fK+dU4lCHBU1dVry8T9/ttypKWe/axRNQkpuJP/kcZdQ76EBz92DISf7DZTQIVBWacbIvdKYsUj+Zx+yqAtTXFuLvW49j85FubDnag/84fyqyTPE1N4eyco6eTfp3mGyZJ+g4e3r4cRu3rJiMo11WbGwcekF/aXcbNAmsjrMHx3NiwjkzynDrOXX42fX1+Mtnl+P8maFLVGuXTsSe1n7viQ2aJvHv/e04f1Z50PMTGMS5NIkfvbgP3/vnXlw0uwJ/+/yZfvOxPJbVlWBXS2/InreNh7tQW5ztPXDeaBD41dpFyDQZsPaP78FiV8MedxVoKICJrYT5+oF2dFsdOGtaKTYd6Qk5A65v0In3Grtx2byqiMHxhbMrUJidgWdD7MJ8eGMTfvvvQ7j3lQ9DDl3d1tyDWZX5KAhRhp9ZmY+ZlXl4ensLfv/6IVz2q7dx2a/fxv++eRhnTSvDXVfMjul79bW2YSL6bE6YDML78ztcQgj84Op56LLY8fvXDwdd/2H7AHYe78UNDRMTshs7GRiUDZO0KSGb/G2W+IOyE9YTyM/IR15mam3NJUqm3a19mFaeF9TX4fnD/Nr+dry46yQmleSgPkqjvjnDiJvPnIzX9nd4j7zZ5c7EjXSSf6CawuygOVB9NicG7GrYnZeBbmiYiANtA7jrH7tRmpuJG5dOSsjappbnYWp5bsgdrIC+s7C2OBuTIvRDXT6/CqW5mXjsvaGG/xd3ncCsytCN5Yl0zaIJyDQZvL1iu1v70DFgD/tifUNDLfa09mN7cw/ueHw7/rThKD511hT88ZaGsGWw5XUlcLok3j/mH5C4NIn3GruDsojVhdn42XX1sKsaVs6pCHoTEc6synxMr8jDizHuwvz71uOoKjDjNzcuRqbJEHLDxWv726FqMmpGKctkxFX11Xh5b5vfmZVvHuzAj/+ll3XL87Pwgxf2+pX8XZr+vAT2k/laXV+DXS19uPeVD5FvNuHuNfOw+dsr8ehnlqEsL/42gdULq5GdYcSKaaUojGNiQTj1tUX46JJaPPjOEXzmka147v1W73Pw5NbjyDAKXLt45FnpZGFQNkyaokCEOGLJmynLjWMchvUkqvJYuqTxZXdrHxaECLYmleZgVmU+ntnR6t7tVx3Tu9pbzpyMTKMBD2/U55Z5mvwjHVE0HDVF5qDy5dDOy/DBjq+rF9XAnGHA0S4rPnvuVGRnjjxL5nHJ3EpsOtIdtGvQpUlsOqIHHZGezyyTEWuXTsRr+9txoteGE702bG06FdTgnwyFORm4fF4Vntt5AorThdf2t8MggAtnVYS8/TWL9SDuYw9uxiv72vG9VXPxg6vn+e3SDbRkcgmEQFAJc09rH/oVFWeHmJF12bwqPPqZZfjZdfUxfy+eEuaWph60RzjTFdDHbLz1YSeuX1KL8vwsXLWgGs/saIU14BDw9XvbUF1ojvomBdCzx4pTw8vuTN3hDgu++MT7mFVVgN/cuBjfvGwW3j/W6y2jA/qRZBa76tfrF+gz59ThnuvrsfGui/D07WfhEyumjKhnM9+cgUc+vRQ/WjN/2I8R6P+tnovPnTsV+0/24yt/34mG/34Vdz6+A8/saMHKOZUoHUbwOFoYlA2TpthgCHEYuWLRm3ez4ylfWtu485LSjkPV8NaHnSHnJYVq8vfl6Y3Sd/vFVtYvz8/CNYtr8PT2FpyyOvBBSx+mluV6ZzglSk1RNtr7Fb+xHdFmlAUqMGfg6oU1KM7JwM1nJiZL5nHJnEo4XRJvB0z3jxR0BPrYskmQAP665Zh3V+uqhaPTXnGDu5z18t42vLqvHQ1TSlCcmxnytkU5mVhdXwOjEPjjzUvwmXPqoj5+YXYGZlcVYEuT/zgNT//VWWFOUjh/ZnncL+ar6msgJfCvKA3/T28/Dk3C23x+85mTYbGrfgGT1a7i7Q87o5YuPRomF2NiSTaefb8VvYMOfPbRrcjKMODBTyxBbpYJ151Ri/raQvz0pQPe4M+zKzWwyd9XbpYJNzRMjKlUH6vlU0sxpSw3YY9XYM7Af105Bxu/dRGeum0FbmiYiE1HunFq0Imblif29y3RGJQNU7jypWLRf7jjzZQxKKN08+/97fjkw1vwfIjyTagmf1+ectXU8lzMqY69ZHbrOVOhODU8seWYu8k/sVkyAKguyobTJf0auD2Zs3heqO5eMx+vfPX8uKf3R7N4UjFKcjODzhGNFnT4mliSg4tmVeCvW47juZ2tmD9BH4cwGs6aVora4mzc98ZhHGgbwCVR+ox+fO18bLzrIlwax9Dd5XUl2NHcC6fP7sR3G7swuyp/WCW4cKZX5GFOdQFe3BW+hKlpEk9ua8GKqaXeXrYzJhVhbnUBHnuv2fum5s2DnbCrWszN8EIIXLtoAjY2duEzj2xFa68Nf7h5CWqL9a9hMAh8f/U8tPfbcf+b+ukFW5tOoarAnNCAaywZDAJLp5Tg7jXzsfnbF+PNr1+Ac2ek9vnSDMqGSS9fhmr0d8BgFMgwx1aOGHQOos/ex6CM0o4ne/TLVz/0e/EDwjf5eyysLcLCiUX45IopcTXkzqrKx7kzyvDA20fQ3m9P6M5LjwlF+psx376y1l4bskwGlOWFzuiEYs4wJmxUhy+jQeCi2RV4/UDHiIKOm1dMRpfFjj2t/TFnKxPBc2D1h+16b6DvKIxQzBlGlITJpIWzrK4ENqcLe9yDdhWnC1ubTgXtCE2EVfXV2HGsN+yO2E1Hu3GsZxA3LK31fk4IgVtWTMaBtgFv9uqlPSdRlpfpPY8yFtcsngApgR3HevGTaxcE3XfJ5GJcs6gGD7xzBMe6B7G9qQcNU4pTtgl+JExGQ0KzccnCoGyYpM0WttHfnJsR8w+1d0YZgzJKMx3uWUbN3YNBZyPuCdPk72EwCPzzzrPxybOmxP11P3fuVO/sqoUJ3Hnp4ZlFdtJnVpln52WqvJitnFOJfkX1nmE4nKDj/BnlmFiif69XLRjdv0/XN+gHVk8rz01Khs7TM+XpK9vefAoOVfOOwkgkz0DgcCXMp7a1IN9sCppkv2ZRDfKzTHhsUzMUpwtvHOjAJXOrIvbLBZpanoeblk/CNy6b5T17NdBdV8yBUQh87cmdONGneM+7pLHBoGyYwjb6W5xx7bzk4FhKV+39CiaWZGPJ5GL89t+H/EYQ7GrtC1u6HKlzZ5RhZmUejAaBudVJKF8WBk/1b+mNPjh2NJ07owyZJoN3F6Yn6Ig0CiOQwSDwnSvn4vYLpkWcXp8ME4qy8ZWLZ+LLK2cm5fHL87MwtSzXG5RtPNwFk0H4na2aKJNKc7CwthB/3XIMx7r9s2V9NifW7T6JNYtqgs57zMk04boltVi3+yT+ubMVVocr7MDYSH5y7YKIYzyqCs2488Jp2ObOyMWTiaPEY1A2TJpigyEr9O7LePvJAGbKKP109NtRmW/GNy+bhfZ+Ox59twmAT5N/Evq9AL3085NrF+B7q+YmdFejR4HZhLwsk3/5MsYZZaMlN8uEs6eV4tV97d4p/nrQEXtQBujjMb51efyzpxLhyytn4Ookbi5YVleCrU090DT9+Vk8qWjY0+Sj+c9LZ6Hb4sAVv3kbf996zNsn9vwHJ2BXNaxtCN18fvOZk+F0Sdz9wj4UmE1YMTW+/3+x+uy5U1FbnI3cTCNmVyV37AlFxqBsmKQtfKYsnp2XJy0nYRRGlGendvMhUbzaBxRUFGRh+dRSnD+zHPe/1Yh+xRm1yT8RGqaUDKv0GQshBGqKzDjZpwdlitOFLos95p2Xo2Xl3Eoc6xnEoQ4LNh7uwqKJRSGHqY5Xy+pK0K+o2NLUg92tfTgrzCkHiXDezHKs/+p5qK8twree2Y3P/XkbOgfseHLrccypLsD8CaF7K6dX5OGsaaWwOlxYOacSmabkvGSbM4z4w81L8OsbF4/oqC8aOT77w6QpSuiRGFYnsuIsX1bmVMJoSPw7eqKx1NFvR0W+/sblG5fNQu+gEw++fSRqk//poLow23v+5XB2Xo6Gi2frDfLP7GjB7ta+pDSxn848pcrf/vsQNImkPz8TirLx+Gf146bePtSFi3/xJna39mFtQ23EXsRPrJgCALgyyX198ycU4pIomyoo+RiUDYN0OgFVhSEgUyY1CcWqIjvecRjsJ6M0Y7WrsNhVVBbovyPzJxTiqgXV+NOGo3j7UGfEJv/TQU1RtjdTFu+MstFS5R4y+n8bm0Yl6Djd1BbnYEJRNt5t7EZOpnFUzkL0nNP6ry+eg0mlOcjPMuGaKNPlL5tXiRe/eA4unhN6gC6lFwZlw6Ap+jtkEZAps9tUSE3Gd+4lB8dSGvLsvKzwGfnwtUtnwq5qeP9Yb1JLl6NhQpEZXRYHFKfLZ5p/agVlgD5I1qFqyM4YnaDjdOPJli2rK0laaTCUGZX5eO6Os7HhWxehKCfyOA8hBOZPKEyZnb2UXAzKhkGz6X+EAzNl8R5G7tJcaLe2MyijtNPhPlbGkykDgGnlebj+DH0WU7Ka/EeLZwfmyT4Frb02GISemUo1nhlfy6eObtBxuvCMxkjGKIxoTEZDQs56pPRy+tYPxpD0ZsoCgjJLfOdedto6oUoVVbk895LSS7snU1bgP6j0q5fMRGuvzdvvdLoamlVmQ+spG6oKzMhIwQbp2VX5uHbxhFGfM3a6WDm3Ai/tKUt6vxZRrBiUDYNm04OywEb/eDNlbVb9oNiavNGblk00GryZsnz/Ny5VhWb85bPLx2JJCeUpVbb22tDSa0u5fjIPIQR+tXbRWC8jZVXkm/HYraf/zyOlj9R7a3cakEqY8mWcmbITFv08NJYvKd10DNiRaTKgIDs93/dVFuoZwBO9Ck70ptaMMiI6fTEoGwZPpiyw0d+TKYt1TplncCzLl5Ru2vsVVBZkpW1zcpZJP7ey5dQg2vqUlJrmT0SnLwZlw6CFyZTZLE4Ig0BmjNmBk9aTKMgsQG5G6h+SShQPzzT/dFZTlI33j/dC1WTKli+J6PTCoGwYwjb6W50w55pizg60WdvYT0ZpyTPNP53VFJpxuMMCIDXHYRDR6YdB2TB4G/2zA8qXlvjOvTw+cBw1uQzKKP10+kzzT1e+JctaZsqIKAGSHpQJIS4XQhwUQhwWQtwV4vrbhBC7hRA7hRAbhBBzk72mkfI2+sd2jOcAACAASURBVIcYiRHrzkuny4lj/ccwrWhawtdHNJYGHSoG7Gr6Z8p8gjL2lBFRIiQ1KBNCGAHcB+AKAHMBfCxE0PWElHKBlHIRgHsA/DKZa0oETdFnMInATJk19kzZsYFjUKWKqUVTE74+orHU0a//fqR9T5l7WGxJbuZpfWQUEaWOZGfKlgE4LKU8IqV0APgbgDW+N5BS9vt8mAtAJnlNI+bNlGX5ZwIUizPmnZeHew8DAKYVMlNG6aXdPaNsvGTK2E9GRImS7Ld3EwAc9/m4BUDQpD4hxJ0AvgYgE8BFSV7TiGk2BcjIgMgYCsCklHGVL4/0HoGAQF1hXbKWSTQmPNP8fY9YSkcMyogo0VKi0V9KeZ+UchqAbwH4bqjbCCE+L4TYJoTY1tnZOboLDKAptqB+MqfigqZJmHMjHy7r0djXiNr8WphN6f3CReNPuGn+6aY0NxP5WSbUlXOkDRElRrIzZa0AJvp8XOv+XDh/A3B/qCuklA8AeAAAGhoaxrTEKW1KUFBm80zzz4vtKW3sbWTpktJSuk/z9zAYBJ698yxUpHlGkIhGT7IzZVsBzBBC1AkhMgHcCOB53xsIIWb4fHgVgENJXtOIaYoSsskfAMx50TNlTs2Jpv4m7ryktNSR5tP8fU2vyEeBOfYxOEREkST1rayUUhVCfAHAywCMAB6WUu4VQtwNYJuU8nkAXxBCrATgBHAKwCeTuaZEkCHKl/Gce3m8/zhUTWVQRmmpfRzMKCMiSoak1xeklOsArAv43Pd8/v3lZK8h0TSbAhF4GHkc51429jUCAIMySksdAwpmVeWP9TKIiE47KdHof7rRG/2Dp/kDsWXKGnsbufOS0lYHM2VERMPCoGwYpE2BMAfMKLM6IQSQmRM9+djY24iavBpkm7iVntLLeJnmT0SUDAzKhkFTlKBMmc3iRFZOBgyG6M3NjX2NmF40PVnLIxoz42WaPxFRMjAoGwZpC93oH8vgWFVT0dTXxOOVKC2Nl2n+RETJwKBsGPSRGIGN/o6YmvyPDxyHU3NyRhmlpY5xMs2fiCgZGJQNQ6jypWJRkRVDk/+R3iMAwPIlpSVvpiyfmTIiongxKIuTlBLSZgvOlFliy5R5DiLnzktKR53uaf6F2RyoSkQULwZlcZIOByClX6ZMSgnFqsY2DqOvETW5NcjJyEnmMonGRPs4muZPRJRoDMriJG02AIDBJ1PmtLvgUrWYGv2P9B7h0FhKW5zmT0Q0fAzK4qQpes+M8Nl9OXTuZeSgzKW5cLTvKIMySlsdA3qmjIiI4segLE6aN1M2VL6MdZp/i6UFDs2BqYUch0HpidP8iYiGj0FZnOQIMmWNvfqZl9x5SemI0/yJiEaGQVmcNJselPk2+nsyZdF2X3qCMg6OpXTkmebPTBkR0fAwKIuTVIIb/b2Zsijly8a+RlTnViM3Izd5CyQaI0ODY5kpIyIaDgZlcdIU/YVH+GTKbBYnIICsKIeRN/Y2MktGacszOJbT/ImIhodBWZxCZcrsFieysk0wGMM/nd6dlzxeidIUp/kTEY0Mg7I4DfWUDQVlNmv0w8hPWE7A7rKzyZ/SFqf5ExGNDIOyOGnuTJkIGIkRrZ/Mc7wSy5eUrtr7FVTkc5o/EdFwMSiLk2ckhiFgJEbUnZd97p2XnFFGaapjwM5+MiKiEWBQFidP+dJvTlkMmbIjvUdQmVOJ/Mz8pK6PaKx4MmVERDQ8DMriJBUbRFYWhGHoqVMs0XvKDvce5vFKlNaYKSMiGhkGZXHSbIpf6dLpcEF1Rj+M/PjAcUwumJzs5RGNiUGHigGF0/yJiEaCQVmcNMUW1OQPRB4cO+gchMVpQWVOZdLXRzQWOM2fiGjkGJTFSQZkymI597LT1gkAqMipSO7iiMYIp/kTEY0cg7I4aYoS1OQPRD73smOwAwBQnlOe3MURjZGhwbHMlBERDReDsjhJxRYyU5YVoXzZOejOlGUzU0bpqXPAU75kpoyIaLgYlMVJsykQ2aEyZZlh7+MpXzJTRumqX9F/Dwo4zZ+IaNgYlMVJUxQYfA4jH8qUhT+MvGOwA9mmbORl5CV9fURjwaKoyMk0wmjgNH8iouFiUBYnabP5HUZusziRmW2CMcJh5J2DnSjPLufxM5S2rA4VuVnh35gQEVF0DMripDf6B557GfnFqMPWwdIlpbUBRUU+gzIiohFhUBYnaQtu9DdH6CcD9EwZm/wpnVntzJQREY0Ug7I4aUpwo3+kwbFSSnTaOpkpo7RmsavIY1BGRDQiDMriIDUN0m73b/S3OCPOKLM4LbCpNg6OpbQ2oKjIMzMoIyIaCQZlcZCKPiDTt9FfsUbOlHlmlJVnM1NG6cvqYKaMiGikGJTFQXMHZZ5Gf5dTg9PuinjEUoeN0/wp/VkUBmVERCPFoCwO0mYDMJQpi+ncy0Gee0npz2p3sdGfiGiEGJTFYShT5g7KBt2DY3MiD44FWL6k9GVXXXC4NOSzp4yIaEQYlMVB8/aUDZUvAcCUEWFwrK0TeRl5yMnISf4CicaARVEBgOVLIqIRYlAWB2+jvztT5lIlAMAYISjrGOTgWEpvVrsLAFi+JCIaIQZlcdBsgY3++ouR0RT5iCUOjqV0NmDXy/jMlBERjQyDsjhIxb/RX3WXLyNlyjg4ltKdJ1PGoIyIaGQYlMVhKFPmKV9G7imTUrJ8SWnP4smUsdGfiGhEGJTFQfNmyvwb/cOVL/vsfXBqTpYvKa0NsNGfiCghGJTFQdoCG/0jly/bB9sBcHAspTeWL4mIEoNBWRy8c8pizJR12vTBsZU5laOwOqKxwfIlEVFiMCiLg1RsgBAQmZkAhhr9w/WUec+9ZKaM0phnTllOhnGMV0JEdHqLKSgTQpwphMj3+bhACLE8ectKTZpNgcjOhhACQPTyJaf503hgsbuQl2WCwSDGeilERKe1WDNl9wOw+HxscX9uXNEUGwxZWd6P1RjKl0VZRcg0Zo7K+ojGgsXuZD8ZEVECxBqUCSml9HwgpdQAjLu/wtKmQLhnlAGApmowmgzezFkgjsOg8UA/jJylSyKikYo1KDsihPiSECLDffkygCPJXFgq0hQFBvc0f0DPlBlN4Us2nOZP48GAXUWeOWOsl0FEdNqLNSi7DcBZAFoBtABYDuDzyVpUqpI2m3ccBqDvvox47qWNmTJKfxbFiTxmyoiIRiymEqSUsgPAjUleS8rTFMU7DgOIHJS5NBe6bd1s8qe0Z7W7UJ6fFf2GREQUUay7Lx8VQhT5fFwshHg4ectKTZrinylTVQ2mMGMATtlPwSVdqMhh+ZLSm8WuIi+L5UsiopGKtXxZL6Xs9XwgpTwFYHFylpS6Ahv9XU4t7M5L7zgMli8pzelBGcuXREQjFWtQZhBCFHs+EEKUYBzuvgxs9Hep4Rv9PYNj2ehP6UxKqQdlnOZPRDRisf4l/QWA94QQTwEQAK4H8OOkrSpFSZsNhsBMWbjBsTZmyij9KU4NLk0il3PKiIhGLNZG/z8LIbYDuND9qY9IKfclb1mpSVMUiICRGJnm0GWbzsFOCAiUZpeO1vKIRp3Frh+xlM+gjIhoxGL+Syql3CuE6ARgBgAhxCQp5bGkrSwF6eVLn0yZqsGYEXpaf8dgB0rMJcgwsAGa0pcnKGP5koho5GLdfXm1EOIQgKMA3gLQBOClJK4r5UhVBZzOmBv9O22d3HlJac/qDspyMxmUERGNVKyN/j8CcCaAD6WUdQAuBrApaatKQZpiB4DgRv+M8I3+7CejdDegMFNGRJQosQZlTillN/RdmAYp5RsAGpK4rpQjFRsA+DX6q04NpggjMTg4ltKdt3zJnjIiohGL9S9prxAiD8DbAB4XQnQAsCZvWalHUxQA8Gv013dfBjf6OzUnepQeli8p7VkZlBERJUysmbI1AAYBfBXAegCNAFYna1GpSNqCM2XhRmJ027ohIVm+pLQ3wEZ/IqKEiXUkhicrpgF4NPB6IcR7UsoViVxYqhnKlOlBmZTSfcxScFDGwbE0XjBTRkSUOLFmyqIxR7/J6U3zZMrc5UtNk4BEyIn+HBxL44VFUWEQQHaYM2CJiCh2iQrKZIIeJ2VJd6bMYM4CoJcuAcBoCn4x8mbK2FNGac5iV5GbZYIQoXchExFR7BIVlKU96XAAAESmPizWG5SFKF92DHbAKIwozioOuo4onVjsKqf5ExElSKKCsrR/mxwYlKnuoCxkT5mtE6XZpTAaWNKh9GZReBg5EVGiJCoouyVBj5OyNE9QlqEfmxQpU9Y52MkmfxoXrA6Vh5ETESVIxL+mQogBhO4XEwCklLIA+j/2JGFtKUU6nQB8ypeqp6csRPnS1oHavNrRWxzRGBlQVOQzU0ZElBAR/5pKKfNHayGpLqinTI2cKTuj4ozRWxzRGLHYVVQXpv3mayKiURHXW1whRAV8xl9IKY8lfEUpSjr8M2XenrKATJnT5USvvRdl2WWju0CiMWC1q5xRRkSUIDH1lAkhrhZCHAJwFMBbAJoAvJTEdaUcGWNP2aA6CADIy8gbxdURjQ02+hMRJU6sjf4/AnAmgA+llHUALgawKWmrSkFBPWVhgjJF1eeZmU0s6VB6k1LC4mCmjIgoUWINypxSym4ABiGEQUr5BoCGJK4r5UiHAzCZIAz6U+bpKQsciaG4GJTR+DDocEFKHrFERJQosf417RVC5AF4B8DjQogOANYo90kr0uHwZsmAoZ6ywN2XnkxZtjF79BZHNAYs7nMvORKDiCgxYs2UvQGgEMCXAawH0AhgdbIWlYqkw+HtJwPC7760qfoZmcyUUbrzBGUciUFElBixBmUmAK8AeBNAPoC/u8uZ44Z0OiEyfYKycJkyli9pnLAoelDG8iURUWLEFJRJKX8opZwH4E4A1QDeEkK8ltSVpRjpcMCQEVy+DOopY6M/jRMsXxIRJVa8xyx1AGgD0A0gpnOEhBCXCyEOCiEOCyHuCnH914QQ+4QQu4QQ/xZCTI5zTaNCOv17ysKVL9lTRuOFJyhjpoyIKDFinVN2hxDiTQD/BlAK4HNSyvoY7mcEcB+AKwDMBfAxIcTcgJu9D6DB/XhPA7gn9uWPHul0+veUuTNlBqP/WeyenrIsU9boLY5oDLB8SUSUWLH+NZ0I4CtSyp1xPv4yAIellEcAQAjxNwBrAOzz3MA9XsNjE4Cb4/wao0IL2H3pcmowZhgghH9Q5u0pM7J8SenN6nAHZWz0JyJKiJj+mkop/2uYjz8BwHGfj1sALI9w+1uRoicFBI3EULWgfjIAsKt2AEC2ieVLSm8DzJQRESVUyvw1FULcDH0g7flhrv88gM8DwKRJk0ZxZTrpcAZnykzBQZnN5S5fGlm+pPRmsaswGQSyQvweEBFR/JL917QVeunTo9b9OT9CiJUAvgPgaimlPdQDSSkfkFI2SCkbysvLk7LYSIJ6ylQtqMkf0Bv9Mw2ZMBqMo7k8olFntevnXgaW8ImIaHiSHZRtBTBDCFEnhMgEcCOA531vIIRYDOCP0AOyjiSvZ9gCy5fhMmWKqnAcBo0LFkVFbmbKJNuJiE57SQ3KpJQqgC8AeBnAfgBPSin3CiHuFkJc7b7ZzwHkAXhKCLFTCPF8mIcbU6GOWQqZKXMxKKPxwWJXOc2fiCiBkv4XVUq5DsC6gM99z+ffK5O9hkTQgzL/8mWoRn+bamOTP40LFrvKJn8iogRih26MQs0pC1e+ZJM/jQcWu8pp/kRECcSgLEahypehMmXsKaPxwuJu9CciosRgUBYj6XDAEHDMkiFUpsyl8IglGhcsioo8NvoTESUMg7IYhdp9yUwZjWdWZsqIiBKKQVkMpJShe8q4+5LGKZcmYXW42OhPRJRADMpi4XQCQNAxS+GGx/LcS0p33nMvGZQRESUMg7IYaA53UJYRUL7k8Fgap6x2HkZORJRoDMpiIJ0OAP6ZsrDHLLkUzimjtGdxH0bOkRhERInDoCwG0psp03vKpJQh55RJKWFTbcyUUdqzuDNl+QzKiIgShkFZDAIzZZoqASAoU2Z36Wepc3gspTsLy5dERAnHoCwG0uEflKmqBgBBIzEUVQEAli8p7XnLl5xTRkSUMAzKYjAUlOnlS5dTD8oCy5eKSw/KuPuS0p23fMlMGRFRwjAoi4F0+veUudyZssDypSdTxp4ySneeoIyN/kREicOgLAaB5cuomTIGZZTmrN6gzDjGKyEiSh8MymLgCco8Z1+qzig9ZTz7ktLcgF1FpsmALBODMiKiRGFQFgNvpiwjoKcsICizqTYAzJRR+rMoKqf5ExElGIOyGMiAY5ZcqgsAe8po/LLaGZQRESUag7IYBPeU6XPKAo9ZYk8ZjRcWBmVERAnHoCwGWpg5ZWEzZRyJQWlugOVLIqKEY1AWg7A9ZSb2lNH4ZHWonOZPRJRgDMpiENRT5gzTU8bhsTROWBSVM8qIiBKMQVkMvAeSRxmJYVf1sy+ZKaN0Z7G7WL4kIkowBmUxCGr0D3Mguc1lQ5YxCwbBp5XSm8Xu5BFLREQJxughBkHHLIWb6K8qzJJRWjnSacGe1j6/z6kuDYpT42HkREQJxqAsBtLhAEwmCIP+dEWaU8Z+MkonP3xhHz7+0Gb02Zzez1nt+s8/G/2JiBKLQVkMpMPhLV0Cek+ZEIDBIPxup6gKsk08YonSR2OnBX02Jx54u9H7uQG7HqDl8dxLIqKEYlAWA+lwwOAuXQJ6+dKYYYAQ/kGZp6eMKB3YVRdO9NpgMgg8vKEJHQP67mJvpiwrI9LdiYgoTgzKYiCdTiAzOCgLxJ4ySictp2zQJHDHBdPgcGn43zf0bJnFkylj+ZKIKKEYlMVAz5QNlS9dqhbU5A8wKKP00txtBQCcP6sCNzTU4vHNzTjeM4gBRQXA8iURUaIxKIuBdAb0lKla0IwyQB8em21kTxmlh6auQQDAlNIcfOniGRBC4NevHWL5kogoSVh/iIEW0OjvcjJTRumvuduKfLMJJbmZEELgkysm408bjqI4Rw/GcpkpIyJKKGbKYiCdTu+MMiBCT5mLQRmlj6Pdg5hSmuvd0HL7BdORk2nCo+81AQDymSkjIkooBmUxCDUSI2T5knPKKI00d1sxuTTH+3FJbiY+d+5UOF36iRbMlBERJRaDshhIh9O/fKmG333JOWWUDpwuDS2nbJhSmuv3+VvPrUNJbibMGQaYjPzzQUSUSOwpi4F0OGDIGcoYuJwaMgJKN5rUWL6ktNF6ygaXJv0yZQCQl2XC3WvmYevRnjFaGRFR+mJQFoOgnrIQIzHsLjsAcHgspYUm9ziMKWW5Qdetqq/Bqvqa0V4SEVHaY/0hBrH0lCmqPu2cmTJKB83d+jiMwEwZERElD4OyGOhBWeTdl56gjD1llA6OdlmRm2lEeR4zv0REo4VBWQwCM2V6o7//zjObywYA3H1JaUHfeZkbdL4rERElD4OyGIScU2byf7Fi+ZLSSXP3IKaUsXRJRDSaGJTFQDocMEQ5ZsnT6M+gjE53qkvD8VODmFwa3ORPRETJw6AsBr7lS6lJaKoM2n1pU/XyJXvK6HR3sk+B0yUxhU3+RESjikFZFFJKd/lSD8pcqgYAYRv92VNGpzvPOAxmyoiIRheDsmicTgDw7r70BGWmgEZ/T1CWZeJuNTq9NXXpQVldiBllRESUPAzKotAc7qDMnSlTne5MWWCjv8s9EsPI8iWlvt5BBxzuNxiBmroHYc4woCKfbzCIiEYTg7IopNMBAN6eMpczdPnS01PGRn9KdVJKXP7rd3DP+gMhr2/utmIKx2EQEY06BmVRSEdAUBatp4xBGaW4HqsDbf0KntvZCtUVnC1r6h7kJH8iojHAoCwK6ekpc88p85QvTaaAnjJ3+ZJnX1Kqa+7Rj1DqsjiwOeBgcZcmcax7EFPY5E9ENOoYlEURT6bMbDTDIPiUUmo75j7XUgjghQ9O+F3X1q/A4dK485KIaAwwgohiKChz774M1+ivKixd0mmhqdsKIYDL51Vh/d42OH1KmJ6dl5zmT0Q0+hiUReENyjICgrLAkRguBmV0ejjWPYjqAjM+ckYteged2HC4y3udZ0YZy5dERKOPQVkU3p6yTP+RGIHHLHnKl0SprrlHP0LpvJllyDeb8OIHJ4eu6x5EpsmAqgL+LBMRjTYGZVF4MmWGwJ4yU4igjJkyOg00d1sxuTQHWSYjLptXhVf2tsGuugDo5cvJJTkwGDgOg4hotDEoiyKo0T/cnDKXjZkySnkWu4ouiwOT3CMvVtVXY8Cu4q2DnQD0TBmb/ImIxgaDsii0wJ4yZsroNObZeenpGTt7ehmKczLw4q6T0DSJ5h4rDyInIhojDMqiiaenjEEZpbhmdyP/pBI98MowGnD5/Cq8tr8dzT2DUJwaJvPMSyKiMcGgLAotxvKl4lJ47iWlPM/gWN+J/avrazDocOH/Nh4FANSxfElENCYYlEURdnhswJwym2pjpoxSXnP3IEpzM5FvzvB+bvnUUpTlZeFvW48DAI9YIiIaIwzKogh1zJLBIGAw+j91dpedQRmlvGM9Vm+Tv4fRIHDlgio4VA0ZRoGaImZ8iYjGAoOyKKTDv6fMpWowZAQ/bewpo9NBU9cgJpcEZ8JWL6wBAEwsyYGR4zCIiMYEg7IoQo3EMAXsvNSkBrvLzp4yGnOHOwYgpQx5nUPVcLLPFnLkxZJJxZhQlI0ZFXnJXiIREYXBoCyKUMcshTqMHACyTFmjuzgiH4faB7Dyl2/jlX3tIa9vOTUITYbuGTMYBJ743HLcvWZ+spdJRERhMCiLQjqdgMkEYdCfKjVUUObSgzIOj6WxdNR9mPhGn7MsfTV3B++89DW5NBeVPF6JiGjMMCiLQjoc3tIloPeUhZpRBgDZJpYvaey09+s/h1uO9oS8fmhGGUdeEBGlIgZlUUiHA4aMofEBLlULOc0fABv9aUy1uYOyg+0D6B10BF3f3DOI3EwjyvIyg64jIqKxx6AsCukMyJQ5g4Mym8sGgOVLGlttfXYAgJTAtqZTQdc3dw9iUmkuhODuSiKiVMSgLArpcHqb/IHIjf7MlNFY6hhQMLsqH5lGA7Y0BZcwm7utIcdhEBFRamBQFkVgpkx1sqeMUlNbn4LJpTlYNLEImwP6ylyaxPEeGyaXMSgjIkpVDMqi0EI0+ofdfclMGY2htn4FVQVmLK0rxp7WPljtqt91DpeGyWzyJyJKWQzKogjafRmip8w7p8zIOWU0NgYdKgYUFZWFZiyrK4VLk3j/WK/3es/OS55rSUSUuhiURSGdAT1loTJlLF/SGGvr038GqwrMWDK5GAYBbDna7b3+WJQZZURENPYYlEUhHc7gnrLATBmHx9IY84zDqCowIy/LhPkTCv36ypp7BpFhFKgu5BsHIqJUxaAsipDly4BMmU11j8RgTxmNEc/g2MpC/Wdw6ZQSvH+8F3bVBUAvX04s5mHjRESpjEFZFLEEZewpo7HmmVHmOSZpWV0JHKqGXS19APQZZSxdEhGlNgZlUfj2lGmahKbJkCMxsk3ZHMpJY6a9X0Felgl5WSYAeqYM0I9cklLiWPcgJpdy5yURUSpjUBaFninTgzKXqgFA8O5Ll8J+MhpTbX0KKguGMrUluZmYWZmHLUd70GN1YMCuYhIHxxIRpTTTWC8g1fmWL13O0EGZTbWxnyyRXCrQcwTo+hDILQcqZgPmwrFeVUpr61dQVej/M7h0Sgn+ufMEjnbp4zCmcHAsEVFKY1AWhXQ4YAgMygLKl3aXXQ/KBtqAjn1A50HAaRv+FzUXABVzgYo5QHbx8B8n0RxWoPMA0L4PsHYGX5+ZC5TP1teeVx798aQE+o7rj9exD+jYr1+6DgKugAO1C2r156NiDlA5T/9v2UwgI2A3od2iP/8d4daYB5TP0h8jtyz27z3FtfcrWDGt1O9zy+pK8PjmY3hpTxsAYBIHxxIRpTQGZaE0vwvseQYAIG0WiJb3gH/9J1RrNoCLYNr3d2CgVb+tywml5z2YVSvwi1mJX0t+jR6AFE8GxBhUm6UEBk7qQc6pZgAytvvlluvrLpkKGAJ+zJyKHnh1HAAcA0OfL5yo32f6RXpgVzpDD6x8A7ajbw0FbMKgP37FHEBzudfYFPv3FmmNJjMwfSVQdx5gMMb+mGPApUl0DNhRVeCfKVtWp/eVPft+K4QAJpZwHAYRUSpjUBZKz1Fg77MAAOnMhDh1GNh7EC5HNYCLYDyxGejfqt9WGKCUFcKcXQJc8WU9mCifDWTlD//rD3a5gxB3MNK+Fzi5c+Tf13DllAE1i4FFHx/K4BXUAAjY2KD0DgVPHe7s1/4XERTIGTKAshnAoo+5H29u5BLlrMuH/u0pbXbs9X+OhNG9xpuHMmpR1+h+jFBrdFiB934P5FYA864B5l8P1C4FDKnXhtltscOlyaDyZXVhNiaV5OBYzyBqCs3IMqV2cElENN4lPSgTQlwO4DcAjAAeklL+NOD68wD8GkA9gBullE8ne01RLf44sPjjkFJCPjwX4twvAV/6IlzHBoCfbIXxI78HFg2V52zrPo5cUy6w/D8S8/ULa/XLjEsS83ijJaMKyK8Cpl2YvK9hNAHlM/XLvGvjv3+sa3TagEOvALufBnb8GdjygF5CrV0CVLjLpxVzgZK6Mc+keQbHVhYE9zUunVKCYz3ceUlEdDpIalAmhDACuA/AJQBaAGwVQjwvpdznc7NjAD4F4OvJXMtwSKcTAIYa/dXQPWWKqqDU7N/PQ6e5jGxg7hr9ovQDB18CDrwItO0G9j0Pb2bNZNZ72yp9ArWKOUDBBGCURqT4HrEUaHldCZ7Z0cIZZUREp4FkZ8qWATgspTwCAEKIvwFYA8AblEkpm9zXaUleS9ykwx2UueeUqe5G/6BjllSFuy/TmbkAWLhWvwCAY1Df8OBbPj3yFvDBX4fuM/UCYM19esYzyTzT/APLl8BQX1ldGTNlRESpLtlB2QQAEk2/kgAAIABJREFUx30+bgGwPMlfM2GkU28oDxqJEWZ4LI0TmTnAhDP0iy/bKX3zwrH3gLfvBf73LOCqe4EFH01q1qytX4HRIFCWF3yixJSyXPzpkw1ocA+TJSKi1JV6XcthCCE+L4TYJoTY1tkZYtRBEkhHbEGZzWXj8FjSx5dMXgGc+zXg9g365oV/fA546lPAYE/UuweREhhoBxrfAHY9CbTu0LN0Adr67CjPywp7ruXFcypRmJ0R/9cnIqJRlexMWSuAiT4f17o/Fzcp5QMAHgCAhoaGGOcyjIw3KMuIMtGf5UsKVDIV+PRLwMbfAG/8RM+eLb5Z3yUaje3UUGnUFhjMCX1zQcVcoHQ6YMzEOcdbscykAa9vCv14BiMw60qgun7E3xYRESVPsoOyrQBmCCHqoAdjNwK4KclfM2ECG/29PWU+mTKX5oJTczJTRsEMRj1rNuMS4Lk7gHd+Gdv9MvP0zQJzVg9tHMirALoO+Y/y+HA9oLmwxnO/t8M9oATe/B9g7jXAhd/Wh+cSEVHKSWpQJqVUhRBfAPAy9JEYD0sp9woh7gawTUr5vBBiKYBnARQDWC2E+KGUcl4y1xWrofJlQKbMJyizu+wAwEwZhVe1ALjtnZE/TsUcYO7VQZ9e+P2X8ZEzJuCHa+aHvp+tV5+5tul+YP/zQP1a4Pxv6Rk3IiJKGUmfUyalXAdgXcDnvufz763Qy5opJ2xPmU/50qbqxykxKKOxYLWrGLCrqAyx89Iruwi46LvA8tuADb8Ctj4E7H4KWHwLcN43gMIJo7dgIiIK67Rp9B8L3vKldySGC4B/+VJx6eMIWL6kseAdhxFiRlmQ3DLgsh8DX9oJLPkU8P5fgN8uBtZ/G7CMzuYZIiIKj0FZBJ5MmfdAclXfX+CbKVNU/UWRIzFoLLTFE5R5FFQDV/0C+OJ2fVzH5vuB3ywEXvuhfr6pHJV9NEREFIBnX0YQqnxpMAoIn9EDnqCM5UsaC55MWcTyZTjFk4Fr7gPO+Yq+EWDDL/VLVsHQ+aEVc4HaBqDmjFE7oYCIaLxiUBaBFiIoC5pRxp4yGkNtffpGk7gyZYHKZgDXP6w3/zdtGDqwfd8/ge2P6LcpngLMv06/VKbEPhwiorTDoCySwJ4yVfPrJwPYU0Zjq71fQX6WCblZCfhVLp/lPy5DSsDSDhx+TT+YfcOvgHd+AZTPAc64BVj2H/oB8URElBDsKYsgOFPmCjk4FmBPGY2Ntj5leKXLWAgB5FfpQ28/8Rzwnx8CV96rnwX68reBhy8Fug4n52sTEY1DDMoiCOopU2XwuZfuTFmWMfjcQaJka+tXRla6jEdeObDsc8Ctr+jlzu5G4A/nAFse5OYAIqIEYFAWgXT4T/R3ObWwmTL2lNFYaO9XUDlaQZmv+dcBd2wCppwNrPs68Ni1QN+wTlAjIiI3BmURBM8pC9FTxvIljRGXJtExYEdV4RhlaQuqgY8/DVz1S+D4ZuAPZwMnd43NWoiI0gCDsgiCy5eusOVLZspotHVb7HBpcvTKl6EIASy9FfiPd4CMXOCxa/Sdm0REFDcGZRF4gzJ3pixU+dKm2iAgkGnIHPX10fgw6FDx/rFTQZ/3DI4dk/JloLLpwCefBwwZwJ/X6P1mw6W59A0EB9cD1q7ErZGIKMVxP3sE0uEAMjIgDHog5lIlzLnB5UuzyQzBwZqUJE9sPob//td+PHP7WVgyudj7+bY+9zT/ZO2+jFfpNOAT/wQeuRJ4dDXw6XX6fDNfnR8Ch18F3GV/L80F9BwBOvYBnQeHrs+vAT7+pH6oe6xcTuDIm4ClA5h5OZBbOpLvioho1DAoi0A6nd4sGaD3lIVq9Gc/GSXTh+0DAICfv3wAf/3cmd43AO2plCnzqJjtDsxWuQOzl/SAa+8/gD3PAG27w983v1o/RWDpZ/WTBHJKgX99DXj4cuCjjwAzLgl/X80FNG/Uv8a+fwI2d2ZRGIFpF+obE2ZfBZgLE/rtEhElEoOyCKTDAYNPUOZyhu4p4+BYSqajXVYYDQKbjvRgw+EunDujHIBevjQaBMryUmwcS9UC4JZn9TLmfWcCDj2oRO1S4PKfAXOv1gMuPwIwhWgBqK4HnlirX678ud6/5iEl0LJND8T2PgtY2vS+ttlX6kFYfjWw7zn9+uduB4xZemA3/zo9g5aZk7SngIhoOBiURSCdDm+TPxD+mKUsU4q9KFJaOdplxZqFNdh8tAc/f/kgzpleBiEE2vrsKM/LgtGQgqXzCWcANz8DvPFjYOoFwLxrg0uZsSio0bNtT39Gz5qdOgrUr9UDrT3PAL3HAoKty4DM3KH71ywCLv6+T/D2D+DAiz7B2/XAtItCB4RERKOMQVkE0uEflKmqBlNA+dLusjNTRknTZ3Oiy+LArKp8nDmtFN98ehfW72nDFQuq9RllqdJPFsrEZXopc6Sy8oAbnwDW3wW8+zv9Iox6sHfBf0UvSwoBTFyqXy77sX+Zc/dTgLkImLMaWHA9MOVcwGAcuq+m6eM+9jyj98KVz9FvN/NyfV1jzOl0oqWlBYqiRL8xESWd2WxGbW0tMnyqbPFgUBZBYE9ZqEwZe8oomZq6rACAurJcXDS7An98qxH3vnIQl8ytRFu/gmnluVEeIU0YTXr5csrZer/YnKuB3LL4H8dgBOrO0y9X/FzfELDnab38+f5jQG4FMO8aPXvWvBHY8yzQ3wKYzPp9Tn4AfPgSkJGjB2bzrwNmXDpmmbaWlhbk5+djypQp3GxENMaklOju7kZLSwvq6uqG9RgMyiLQAjJlLlWGbPTPyxz7d8yUno66g7Kp5bkwGQ34+qWzcPvjO/Ds+61o71Nw9rRxtLNQCL0MmiimTGDmpfrFaQM+fFnPiG1/FNjyAGAwAdNXAiu/D8y6AsjKd2fONukHtO97Ti+HVs4HPvIAUDkvcWuLkaIoDMiIUoQQAqWlpejs7Bz2YzAoi8C3fKm5NEgt+OxLm8uGMuMw3rETxeBIlxUGAUws0ZvSL59fhfraQtz7ykEM2NXULl+eTjKy9QzZvGsApR9o3QZULwJySvxvZzAAk8/SL1fco/enrfsG8MAFwEXfBVZ8wb/8OQoYkBGljpH+PnJ4bATS4fQGZapTA4CQ5UtO86dkOdplRW1xDrJM+gu9EALfuGwW2vvtADC20/zTlblAL18GBmSBjCY9iLvjPX2Dwavf00eBnGoalWUmlKYCg936bDelX5/1xkPmiUYdg7IIfHvKXKoelIU6+5I9ZZQsR7ssqCvz7xs7Z3oZVkzVy5YMylJAbhlww2PANX8A2vcA958N7Phz6gc1mkvvz+s+ArTt0Xey9rcCPY3699G2G+g6pAeZp5r9L73H9ADOPqAHcCPU1NSEJ554IurtpkyZgq6uOE55kFIfRGzrBQba3OtudweejqH/R1Lq34fSr39fvcfwqZuux9OP3B/8vYe5NH2wAfPnzNI/7msBrN2Aw6o/zz7f5/z58wEAO3fuxLp16+J6njweeeQRfOELXxjWfT1+//vfY/r06RBC+D2nUkp86UtfwvTp01FfX48dO3Z4r3v00UcxY8YMzJgxA48++uiIvv5I+D6Pw3XgwAGsWLECWVlZuPfee/2uW79+PWbNmoXp06fjpz/9qffzR48exfLlyzF9+nSsXbsWDvepP4nE8mUE0uGAIUcvG7k8mbIQPWXMlFEySClxtNOKhsn+GRshBL67ag5+8PxezK0pGKPVkR8hgEUfA6aco89Ee/6LwIF1wNW/BfIqxmZNmgtQ+vSLpgZf7xwEpKYfjZVbBmQXA8ZMPYhxKoBq0//rsIZ+bDkUbMBgAkzZQHahvpvVGN/OM09QdtNNN0W/sZSAanev071GLURgKF2A0w5AG/qcMPqvWxj13kLVEfz9uFT9azgssX0TDvfz6bDo9/X9usZM/dLTogeDXYew852XsW3nbly5bEZsj+9roF0PNLsOxX9ft7PnTsSqJx/EBdfc4j4WTR+4/NKrb+LQ3p049N46bN7+AW7/3Kex+eWn0XOqFz/8/nex7dV/QAiBJSuvxdVnz0Nx0RgMZPZ5HoerRPbit3d/Hc+te03/GXJzuVy488478eqrr6K2thZLly7F1Vdfjblz5+Jb3/oWvvrVr+LGG2/Ebbfdhj/96U+4/fbbE/EdeTFTFoFvT5knUxaqp4wjMSgZOgfssDpcmBpih+W8mkI8ddtZKMrhfK2UUjQR+MTzwGX/AzS+DvzvmcD+FxL3+FICrTuAl78D3H8OYO3Us1uDPXpQoKn6i3XPUT3b1dvsDqpk8CW7GCidrm9QKKzV57sZM/QNDXnlQNEkoHymfn3gpWqBvsGhZBpQMAF/fu411J93FRYuPRu33HANXnj8j1i+dAkWL16ElStXor29HQDwgx/8ALfccgtWrFiBGTNm4MEHHwQA3HXXXXjnnXewaNEi/OpXv4LL5cLX//M/MX/+PNQvmI/f3fsTPculOfG7//kuzli8CAsWN+DA++8CTiu27PgAK664AYsvXIOzrlyLg4cb9cAqtxQonASUzQSq6oHqejTZ8nHuR+/EGVd+Emdc/nG8u20XkF0EmT8BX/jR/Zh14VqsvPmr6Bhw6P8/K+fh7j8+g6WrPoX5F6/F5//fbyAr5gKV87C9RcHCS2/Cwktvwn1PvgqYsoDKeXBVzMM3fvEYlq6+FfWXfhx/fPw5n+cecDjs+N7PfoO//3MdFl1wNf7+7L9Cfw+h/r+5L8dPnMQFa27GjGWX4Ic//93/Z+/e43K+/8ePP97XdaVEOsghZUQ5VVcHcsqpLJnImJhhObWNhbGRj8myb/t8MGMOYzbm9PPBxyE+DiNGy2Fp8UEkFbWRw3Sk6Pz+/XHpWk2XmFJ43W83N/W+3tf7/Xy/39fV9bxer9f79QRkcnJy8B7uj2OvAdh392Zr6D6dz3dWt6X5a5YlLyztv90HfuLdYW8iSdC5gyOZWXe5ees2B48ew7OnG2amxpia1MOzpxsHjkTo3H7Y0WN0eWMoLh5v4jt2EtnZ2YBMcxd3Zsydj0OP/nTs8xaJV5MBmeTfr+ExaBTqnv3pPfhdfr+eAsjc/uMOg/wm4thrAI69BnAy6jQgU1RUhP/UT7Hr1o8+vmN48OABILP0u/W0c3sDdc/+vO3/kc74GjYww9XZAT29sm1TUVFR2NjY0KJFC2rVqsXbb7/N7t27kWWZI0eOMGTIEAD8/PzYtWvXM72dyyNayh5Dk5RpvvEVltNSVlBcQGFxoZg8VqgSV0tNhyG8QBQK6DJRMy4t9D3YOhIc3wH3WZoP7dLup2vqff5x6c//c1LB3BYatdOUm2rYVjMPW9w+zd2h6Vc1rVvNumharLLvADJzI7KIvVPSYiRpkhKlStMapFPKYw+lXZN6fDagnLtKJUmTwCn1uHjxGiGLVnLyxAnMTeqSnnIVKS+LyF3fI0kSq/8dyoI5n/DVZx/DvVucP32KyP1byCmQcXYfgLdHN+aFfM7CRYvYu+3/QeEDVi4KIfnyec7uX4dKpSI942GLHxLmja04E3mMFWs2snD9XlavGUybzk059subqFQqDh8+zKwvV7Jjx45yj6mhRRMO/XQEAwMDEhISGD58ONHR0YTu3MnlxCRiYy9x+/Zt2rVrx9ixYwEICAhgzpw5AIwaNYq9e/cyYMAAxowZw/Lly+nRowfTp0/X7mPNDz9gbGrGr6fPkJeXh5ubG30GvYNk1gKUtajVxJ7PQ/5JdHQ0y5cvB+Du3btPfAwYNSbqbCwXLlzA0NAQV1dXvH3f5bfffqNJc1v2HQoHICsrC4wraMlSqDTJubnmhrWUtGyatuuoSWQBq2YtSMk1IOVuMU1t7f9cbmNHyt1i7e+lpaamErJsHYfDj1OnTh3mz5/Pog17NOdQocK4sTUxsavZsGEDH32+hL179zJpzMf4jZ+An58fP/zwA5ODv2bXrl1M/jCInp7ehH70EUVFRWRnZ5ORkUHC1d/Y/J8dfO/kxNChQ9nx83lGjhzJvOU/kJSUhL6+PpmZmWBi8vjjN6wPen82rKSkpNC0aVPt71ZWVpw6dYq0tDRMTExQqVTa5Skpj3///B0iKXuMMmPKCh4dU5ZXqBlsXVspxpQJlS9JJGUvtoZtYNxhiPgSjn0F5x4zZkpSaFqdGtuDoTmkxmuSsDMbyq5j3QO6TYO2/TUtXZcugUVrTXee/iVQ3tMkYc/xDtAjR47g6+uLeQNN+S+z5nbEnD/PsA+ncvPmDfLz87Fu9pqmG7dWHQb270fteibULsjFvbMLUT//iEk9I02LXtY1kBQc/vkEH4wbjcqsGejVxqyRgSYJVKgYPGIs1DGnfaeu7PzvPkCTfPj5+ZGQkIAkSRQU6B7nVlBQQEBAAGfPnkWpVBIfHw9AREQEw4cPR6lU0qRJEzw8PLTPOXr0KAsWLOD+/fukp6djZ2dH9+7dyczMpEePHoAmWfvxxx8BCAsL4/z582zfvl0bX0JCAq1aPZrAlHiaYwDw9PSkfn3N2NLBgwdz/Phx+vXrx8cff0xgYCD9+/ene/fuj91GVYmMjCQ2NhY3NzcA8vPz6dKli/bx4cOHa/+fOnUqAL/88gs7d+4ENOdyxowZgOb1tWGD5n2gVCoxNjYmIyMDa2trnJycAGjfvj3JyckAqNVqRowYwZtvvsmbb75Z9QdbyURS9hhlui/Lufsyt0jTDy3GlAlVISk1h1oqBU2MRdL/wlLVAo9PNRUDrkc9+ngtI01LmHmrMt/WAU1XZc4dTQta9h+aCgbljU+TFKBXm88GuVTFEfwtkyZPZtq0afj4+BAeHk5wcLCmZJa+EZIsg1kLzYq1TZHqWUFdA033acN2mrFX+kaaYy3nePX1Na2NSqWSwkLNWLmgoCDc3d0JDQ0lOTmZXr166Yxt8eLFNGrUiHPnzlFcXIyBweP/fufm5jJx4kSio6Np2rQpwcHBFVZQkGWZZcuW4eXlVWZ5SeJQnqc5Bnh06gVJkmjVqhVnzpxh//79zJ49m969e2tb+J6UpaUl165d0/5+/fp1LC0tsbS0JDw8vMxyXTHKsoynpyebN2+uMPa/O4VEyesANK8FTfcl7Nu3j4iICPbs2cMXX3xBTEyMtnXrSeg6/vr165OZmUlhYSEqlUq7vLKJMWWPIefnoyiZEqOcuy9zC0VSJlSdq3dysK5fB0VNrG0pPB0LNbiOf/Sf4zDNY39NyEDTRVi3oSYZUw+tvhsGKuDh4cG2bdtIS0sDID09naysLO0H1l/v0tu9eze5ubmkpaUR/vPPuHbthlEDS+7lPNB070oSnp6erFq1Spt0paenPzaG0vtbt25dhetaWFigUCjYuHEjRUWaAf49evRg69atFBUVcfPmTY4ePQqgTcDMzc3Jzs7Wtn6ZmJhgYmLC8ePHAdi0aZN2H15eXqxcuVLb2hUfH09OTtkbJoyMjLh3797fOgaAQ4cOkZ6ezoMHD9i1axdubm7cuHEDQ0NDRo4cyfTp08vcOfmkfHx82LBhA7IsExkZibGxMRYWFnh5eREWFkZGRgYZGRmEhYU9knSW6Ny5MydOnCAxMRGAnJwcbYskwNatW7X/l7Sgde3alS1btgCac1nSyte7d29WrlwJaAbhZ2Vl6Yy9uLiYa9eu4e7uzvz588nKyno4lu3Jubq6kpCQQFJSEvn5+WzZsgUfHx8kScLd3V17/devX8/AgQOfattPQiRljyHn5yPpaZKyglzNG1dV689ugYxczd0qRrWMnn9wwkuvvOkwBKGmsbOz49NPP6Vnz544Ojoybdo0goOD8fX1pX379pibl51cW61W4+7uTufOnQkKCqJJkyao1WqUSiWOjo4sXryY8ePH89prr6FWq3F0dKxwuowZM2bwj3/8A2dnZ20ip8vEiRNZv349jo6OxMXFUaeO5j02aNAgbG1tadeuHe+++642WTAxMcHf3x97e3u8vLxwdXXVbmvt2rV8+OGHODk5IZeaAmX8+PG0a9cOFxcX7O3tef/99x+Jy93dndjYWJycnNi6detTHQNAx44deeutt1Cr1bz11lt06NCBmJgYOnbsiJOTE3PnzmX27Nk6n7906VKsrKy4fv06arWa8ePHA9CvXz9atGiBjY0N/v7+rFixAgAzMzOCgoJwdXXF1dWVOXPmYGZW/lx+DRo0YN26dQwfPhy1Wk2XLl2Ii4vTPp6RkYFarWbJkiUsXrwYgGXLlrF27VrUajUbN25kyZIlACxZsoSjR4/i4OBA+/btiY2N1XlMRUVFjBw5EgcHB5ydnZk8eTImOsaU3bp1CysrKxYtWkRISAhWVlbcvXsXlUrF8uXL8fLyom3btgwdOhQ7O824yvnz57No0SJsbGxIS0tj3LhxOmP5uyS5ps+lU44OHTrI0dHRVb6fOAc1ZqP9aPjxx1w8lkL4psu8+8+uGJlpvtWGJoQy5+Qc9g7aS7N6zao8HuHVUVhUTNs5BxjfvQWBfdtUdzhCDXXp0iXatm1b3WE8seDgYOrWrcsnn3xS3aEI1aR58+ZER0c/kqy/TMp7X0qSdFqW5Q4VPVe0lOkgy/LDgf6alrL7dzWTxBka/TkFQXxGPAZKA6zqWlVLjMLLKyXzAQVFsmgpEwRBeIWIgf46yA/HApQM9L9/Nx99Q1WZgf4JmQm0MGmB8jnXuhNefiXTYbQQSZnwEgkODn5u+zp48CCBgYFllllbWxMaGvrcYnhWlXEMgwYNIikpqcyy+fPn6xwP9rQ6depEXl5emWUbN27EwcGh3PUfd7NDVVi7dq22K7SEm5sb33zzzXON40mJpEwH+WH5hJIpMR7czcewXtmJOhMyEuhuWT23HAsvt6Q7YjoMQXgWXl5elZZ4VJfKOIaqTkJPnTpVpdt/VmPGjGHMmDHVHcYTE92XOpTXUlY6KUt7kEZ6bjq2pn+jRIYgVCApNYd6BirM6ogZ+wVBEF4VIinTQdtSpiMpS8jU1NwSSZlQFZJSc7BuUPdvz+EjCIIgvHhEUqZDeUlZ7VJJWWKGZv6VVqa6Z2gWhL8rKTWHlqLrUhAE4ZUikjIdtN2XenoU5BVRkFf0SEuZqb4p9Q3qV1eIwkvqQX4RKZkPxHgyQRCEV4xIynT4s6VM78/pMEonZRkJ2Jraiu4lodIlpz0c5N9AJGXCqyE5ObnCCWJBM8dVamrqc4iofMnJydjb2+t8fN26dQQEBDzTPpYvX46NjQ2SJJU5VlmWmTx5MjY2NqjV6jKz9a9fvx5bW1tsbW0fqaDwPFV0fp5EXFwcXbp0QV9fn4ULF5Z57MCBA7Ru3RobGxvmzZunXZ6UlESnTp2wsbFh2LBh5D/8/H4RiaRMh9Ldl38mZZpaW8VyMYmZiWI8mVAlRCFy4VXzpEnZq8DNzY3Dhw/TrFnZCcl//PFHEhISSEhI4LvvvmPChAmApgTV3LlzOXXqFFFRUcydO5eMjIzqCL1SmJmZsXTp0kcmGC4qKuLDDz/kxx9/JDY2ls2bN2tn9w8MDGTq1KkkJiZiamrKmjVrqiP0SiGSMh1KkjJFrVo8+EtLWcq9FB4UPsDWRCRlQuUrScqa1xdJmfBi2LBhg7Yk0qhRo9izZw+dOnXC2dmZ119/ndu3bwOaecpGjRpFly5dsLW15fvvvwdg5syZHDt2DCcnJxYvXkxRURGffPIJ9vb2qNVqli1bpt3XsmXLcHFxwcHBQVu6Jyoqii5duuDs7EzXrl25fPmyzlgvXryoLUWkVqtJSNDctPV///d/tG7dmm7dujF8+HBtK83p06dxdHTE0dHxiea2unbtGr169cLW1pa5c+cCmtqP3t7eODo6Ym9vr639WB5nZ2eaN2/+yPLdu3fz7rvvIkkSnTt3JjMzk5s3b3Lw4EE8PT0xMzPD1NQUT09PDhw4oHP7YWFhdOnSBRcXF3x9fbW1IZs3b86MGTNwcHCgY8eO2rqVycnJeHh4oFar6d27N7///jsAt2/fZtCgQdpzc/LkSUCTPPn7+2NnZ0efPn20hcKXLl1Ku3btUKvVvP322zrja9iwIa6urug9nI6qRFRUFDY2NrRo0YJatWrx9ttvs3v3bmRZ5siRIwwZMgQAPz8/du3apXP7NZ2Yp0yH0mPK7t/VTIxXkpTFZ2oKq4qWMqEqXL2TQ+N6BtTRF29P4Sn8OBNuxVTuNhs7wBvzHrvKxYsXCQkJ4eTJk5ibm5Oeno4kSURGRiJJEqtXr2bBggV89dVXAJw/f57IyEhycnJwdnbG29ubefPmsXDhQvbu3QvAypUrSU5O5uzZs6hUqjIFyc3NzTlz5gwrVqxg4cKFrF69mjZt2nDs2DFUKhWHDx9m1qxZ7Nixo9x4v/32W6ZMmcKIESPIz8+nqKiIX3/9lR07dnDu3DkKCgpwcXGhffv2gGaeq+XLl9OjRw+mT59e4SmLioriwoULGBoa4urqire3N7/99htNmjRh3759AI8tqq1LSkoKTZs21f5uZWVFSkqKzuXlSU1NJSQkhMOHD1OnTh1tLcc5c+YAYGxsTExMDBs2bOCjjz5i7969TJo0CT8/P/z8/Pjhhx+YPHkyu3btYvLkyfTs2ZPQ0FCKiorIzs4mIyODhIQENm/ezPfff8/QoUPZsWMHI0eOZN68eSQlJaGvr09mZmalHP+pU6dIS0vDxMQElUpV4fG/CERLmQ6PdF9KYGCkydwTMjTfrGxMbKotPuHlJQqRCy+SI0eO4Ovrq61laGZmxvXr1/Hy8sLBwYEvv/ySixcvatcfOHAgtWvXxtzcHHd3d6Kioh7Z5uHDh3n//fe1H7SlC18PHjwYgPbt22tnh8/KysLX1xd7e3umTp1aZn9/1aVLF/75z38yf/58fvvtN2rXrs2JEycYOHAgBgYGGBkZMWDAAAAyMzPJzMykR48eAIwaNarC8+Hp6Un9+vWpXbs2gwcP5vjx4zg4OHDo0CECAwM5duwYxsYJ+vPTAAAgAElEQVTGFW6nKkRGRhIbG4ubmxtOTk6sX7+e3377Tfv48OHDtf//8ssvAPzyyy+88847gOb4jx8/Dmiue0kXqlKp1B6TtbU1Tk5OQNlrpFarGTFiBP/v//0/7XUVHiXOjA7Ff0nKDOrooVRqctiEjASs6lphqGdYnSEKL6mk1BzecLCo7jCEF00FLVrP06RJk5g2bRo+Pj6Eh4eXKa/015ujnvZmKX19zdhepVJJYWEhAEFBQbi7uxMaGkpycjK9evXS+fx33nmHTp06sW/fPvr168eqVaueav8VKe/4WrVqxZkzZ9i/fz+zZ8+md+/e2tapJ2Vpacm1a9e0v1+/fh1LS0ssLS0JDw8vs1zX8cuyjKenJ5s3b64w9r97E1vJ9QHNNSrpvty3bx8RERHs2bOHL774gpiYmKdKznQdf/369cnMzKSwsBCVSqVd/qISLWU6/LWl7K/TYYiuS6EqZOTkk3G/QNS8FF4YHh4ebNu2jbS0NEAz8DwrK0v7wfjXuwF3795Nbm4uaWlphIeH4+rqipGREffu3dOu4+npyapVq7RJV+nuy/KU3t+6deseu+7Vq1dp0aIFkydPZuDAgZw/fx43Nzf27NlDbm4u2dnZ2m5UExMTTExMtK1DmzZtqvB8HDp0iPT0dB48eMCuXbtwc3Pjxo0bGBoaMnLkSKZPn17mzskn5ePjw4YNG5BlmcjISIyNjbGwsMDLy4uwsDAyMjLIyMggLCxMZ2mmzp07c+LECe14sZycHOLj47WPl4x127p1K126dAGga9eubNmyRXv83btrSgv27t2blStXAppxZI/rki0uLubatWu4u7szf/58srKytGPZnpSrqysJCQkkJSWRn5/Pli1b8PHxQZIk3N3d2b59O6B5vQ0cOPCptl2TiJYyHcqOKfszKcsryuP3u7/j2cyzOsMTXlJJaeLOS+HFYmdnx6effkrPnj1RKpU4OzsTHByMr68vpqameHh4lCmIrVarcXd3JzU1laCgIJo0aUKDBg1QKpU4OjoyevRoJk2aRHx8PGq1Gj09Pfz9/R871cSMGTPw8/MjJCQEb2/vx8b7n//8h40bN6Knp0fjxo2ZNWsWZmZm+Pj4oFaradSoEQ4ODtruuLVr1zJ27FgkSaJPnz4Vno+OHTvy1ltvcf36dUaOHEmHDh04ePAg06dPR6FQoKenp01myrN06VIWLFjArVu3UKvV9OvXj9WrV9OvXz/279+PjY0NhoaGrF27FtB07QYFBeHq6grAnDlzynT3ltagQQPWrVvH8OHDtUXEQ0JCaNVKMwl6RkYGarUafX19bWvasmXLGDNmDF9++SUNGjTQ7nfJkiW89957rFmzBqVSycqVK7GwKL+Fv6ioiJEjR5KVlaWd2sPExKTcdW/dukWHDh24e/cuCoWCr7/+mtjYWOrVq8fy5cvx8vKiqKiIsWPHYmdnB2gKrL/99tvMnj0bZ2dnxo0b99hrVJNJsixXdwxPrUOHDnJ0dHSV7iPjP//h1pzPsAk/ypblV2ncwhjPsXZcSrvE0L1D+bLnl/Rt3rdKYxBePTtOX+fjbec48nFPWjSoW93hCDXcpUuXaNu2bXWH8cSCg4OpW7fuI9Md1ATZ2dnUrVuX+/fv06NHD7777jtcXFyqO6znpnnz5kRHR2vHBgp/X3nvS0mSTsuy3KGi54qWMh3kfE1LGXp63M/6s8RSSc3LViaivJJQ+RLvZKNUSDQ1E+MVBeF5eu+994iNjSU3Nxc/P79XKiETag6RlOlQMqasUFZRWFCs7b5MyEhAT6FH03pNH/d0QXhqsixzKPY2zk1N0FOK4Z7Cy6f0gP+qdvDgQQIDA8sss7a2JjQ0tNz1n2by2qfddnkGDRpUplsXNN1wusaDPa1OnTppuyhLbNy4EQcHh3LXL7lL8nlZu3YtS5YsKbPMzc3tieaCe5mJpEyHkjFlDx5oundLJ2UtjFugp9DT+VxB+Dsu3rhL4h/ZfDHo2cqUCIIAXl5elZbgVMW2nyaB+ztOnTpVpdt/VmPGjGHMmDHVHUaNI76O61DSUpb7oBgom5SJOy+FqrDzTAq1lAr6OzSp7lAEQRCEaiCSMh3k/HzNeLJ7mluyDevpk5WXxR8P/hBJmVDpCouK+e+5G3i0aYixoWiFFQRBeBWJpEwHOT8fhZ4eD+79WfeyZCZ/UfNSqGzHElNJzc7jTecXd9JDQRAE4dmIpEwHuaBAO0eZJIFBXT3tnZeipUyobLv+l4JxbT3c2zSo7lAEQRCEaiKSMh3kgvw/SywZ1UKhkEjISMColhGNDBtVd3jCSyQ7r5CDF2/RX22BvkpZ3eEIwnOXnJz8RHc/Nm/enNTU1OcQEYwePVo7S/zzEhwczMKFC3U+3qtXL551js6+fftiYmJC//79yyxPSkqiU6dO2NjYMGzYMPIfjqvOy8tj2LBh2NjY0KlTp+d+l2ZpFZ2fJ7F8+XJsbGyQJKnMa6lkUlsbGxvUanWZqgvr16/H1tYWW1vbRypUVDaRlOkg5+c/UmIpISMBWxPbv10TTBDKc+DCLXILihkkui6FV9STJmUvopJSUTXF9OnT2bhx4yPLAwMDmTp1KomJiZiamrJmzRoA1qxZg6mpKYmJiUydOvWRqUBeNG5ubhw+fJhmzZqVWf7jjz+SkJBAQkIC3333nbbYenp6OnPnzuXUqVNERUUxd+5cMjIyqiw+kZTpUPyXpEyWZRIzE0XXpVDpdv0vhdfMDGnfzLS6QxGEv2XDhg2o1WocHR0ZNWoUe/bsoVOnTjg7O/P6669z+/ZtQNPSMWrUKLp06YKtrS3ff/89ADNnzuTYsWM4OTmxePFiioqK+OSTT7C3t0etVrNs2TLtvpYtW4aLiwsODg7ExcUBEBUVRZcuXXB2dqZr165cvnxZZ6zJycl0794dFxcXXFxcOHnyJKBpKQkICKB169a8/vrr/PHHH9rnfP7557i6umJvb897771HSSWcX3/9FbVajZOTE9OnT8feXjOdzbp16/Dx8cHDw4PevXuTnZ1N7969tXHv3r1bu+0vvviCVq1a0a1bt8fGXWLjxo04OTlhb29PVFQUAD///DNOTk44OTnh7Oxcpo7oX/Xu3RsjI6Myy2RZ5siRIwwZMgQAPz8/du3aBWhqlfr5+QEwZMgQfvrpJ3RVAioqKmL69Om4urqiVqu1xd7Dw8Pp0aMH3t7etG7dmg8++IDiYs3MBps3b8bBwQF7e/syCd+BAwdwcXHB0dGR3r17a5fHxsbSq1cvWrRowdKlSwFNDU9vb28cHR2xt7fX1vAsj7OzM82bN39k+e7du3n33XeRJInOnTuTmZnJzZs3OXjwIJ6enpiZmWFqaoqnpycHDhzQuf1nJeYp0+HPMWV5mDY25GbOTbILsmllKmbyFyrPraxcTlxJZZKHaIEVns38qPnEpcdV6jbbmLUhsOPjW0YuXrxISEgIJ0+exNzcnPT0dCRJIjIyEkmSWL16NQsWLOCrr74C4Pz580RGRpKTk4OzszPe3t7MmzePhQsXaguBr1y5kuTkZM6ePYtKpSpTkNzc3JwzZ86wYsUKFi5cyOrVq2nTpg3Hjh1DpVJx+PBhZs2axY4dO8qNt2HDhhw6dAgDAwMSEhIYPnw40dHRhIaGcvnyZWJjY7l9+zbt2rVj7NixAAQEBDBnzhwARo0axd69exkwYABjxozh+++/p0uXLsycObPMfs6cOcP58+cxMzOjsLCQ0NBQ6tWrR2pqKp07d8bHx4czZ86wZcsWzp49S2FhIS4uLrRv3/6x5/v+/fucPXuWiIgIxo4dy4ULF1i4cCHffPMNbm5uZGdnY2Bg8Nht/FVaWhomJiaoVJqUwMrKipSUFABSUlJo2lQzWbpKpcLY2Ji0tLRyyzGtWbMGY2Njfv31V/Ly8nBzc9PWC42KiiI2NpZmzZrRt29fdu7cSdeuXQkMDOT06dOYmprSp08fbRF3f39/IiIisLa2LnP94+LiOHr0KPfu3aN169ZMmDCBAwcO0KRJE/bt2wfw2OLoupQ+ztLnQNfyqiKSMh3k/HwoaSkzqkV8RjwgBvkLlWv32RRkGdF1Kbywjhw5gq+vr/ZD2szMjJiYGIYNG8bNmzfJz8/H2tpau/7AgQOpXbs2tWvXxt3dnaioqEeKUx8+fJgPPvhAmySULrA9ePBgANq3b8/OnTsBzYewn58fCQkJSJJEwcPJv8tTUFBAQEAAZ8+eRalUEh+v+dseERHB8OHDUSqVNGnSBA8PD+1zjh49yoIFC7h//z7p6enY2dnRvXt37t27R5cuXQB45513tEkloG1dAU1L1KxZs4iIiEChUJCSksLt27c5duwYgwYNwtBQU1bNx8enwvM9fPhwAHr06MHdu3fJzMzEzc2NadOmMWLECAYPHoyVlVWF26kKYWFhnD9/XjsWLysri4SEBGrVqkXHjh1p0aKF9hiOHz+Onp4evXr1okEDzQ1OI0aMICIiAqVSSY8ePbSvm9LX39vbG319ffT19WnYsCG3b9/GwcGBjz/+mMDAQPr370/37t2f85FXHpGU6SDnF1BUqy7FhTKGxrU4l34JCUm0lAmVKvR/KTg1NcHavE51hyK84Cpq0XqeJk2axLRp0/Dx8SE8PLxMeaW/tgg/bQuxvr4+AEqlUjteKygoCHd3d0JDQ0lOTqZXr146n7948WIaNWrEuXPnKC4urrBVKTc3l4kTJxIdHU3Tpk0JDg4mNze3wjjr1PnzPb1p0ybu3LnD6dOn0dPTo3nz5k+0jfKUd/5mzpyJt7c3+/fvx83NjYMHD9KmTZsn3mb9+vXJzMyksLAQlUrF9evXsbTUfFG0tLTk2rVrWFlZUVhYSFZWFvXr1y93O7Iss2zZskeqHYSHhz/zdS9Rcv3hz9dAq1atOHPmDPv372f27Nn07t1b27L5pEqOs0TJObC0tCQ8PLzM8se9vp6VGFOmg5yfT75+PQBqG9UiLi2OZvWaUUdPfHgKlePSzbvE3brHYBfRSia8uDw8PNi2bRtpaWmAZmB0VlaW9kP9r3er7d69m9zcXNLS0ggPD8fV1RUjI6My46A8PT1ZtWqVNukq3X1VntL7W7duXYXrWlhYoFAo2LhxI0VFRYCm5Wnr1q0UFRVx8+ZNjh49CqBNnszNzcnOzta2ApmYmGBkZKQtZ7Rly5bH7rNhw4bo6elx9OhRfvvtN+0+d+3axYMHD7h37x579ux5bOyAdrzU8ePHMTY2xtjYmCtXruDg4EBgYCCurq7asXZPSpIk3N3dtce2fv16Bg4cCGha70qu4fbt2/Hw8NCZUHl5ebFy5UptS2V8fDw5OTmApvsyKSmJ4uJitm7dSrdu3ejYsSM///wzqampFBUVsXnzZnr27Ennzp2JiIjQ1gat6PrfuHEDQ0NDRo4cyfTp08vcOfmkfHx82LBhA7IsExkZibGxMRYWFnh5eREWFkZGRgYZGRmEhYVVWfkuEC1lOskFBeTVqQuAoXEtLl27hFMDp2qOSniZ7PpfCiqFRH+1KKskvLjs7Oz49NNP6dmzJ0qlEmdnZ4KDg/H19cXU1BQPD48yhbfVajXu7u6kpqYSFBREkyZNaNCgAUqlEkdHR0aPHs2kSZOIj49HrVajp6eHv78/AQEBOmOYMWMGfn5+hISE4O3t/dh4J06cyFtvvcWGDRvo27evtkVr0KBBHDlyhHbt2vHaa69puyVNTEzw9/fH3t6exo0b4+rqqt3WmjVr8Pf3R6FQ0LNnT4yNjcvd54gRIxgwYAAODg506NBB24rl4uLCsGHDcHR0pGHDhmW2rYuBgQHOzs4UFBTwww8/APD1119z9OhRFAoFdnZ2vPHGGzqf3717d+Li4sjOzsbKyoo1a9bg5eXF/Pnzefvtt5k9ezbOzs6MGzcOgHHjxjFq1ChsbGwwMzN7bPI5fvx4kpOTcXFxQZZlGjRooL1hwNXVlYCAABITE3F3d2fQoEEoFArmzZuHu7s7sizj7e2tTQa/++47Bg8eTHFxsXYcoC4xMTFMnz4dhUKBnp4eK1eu1Lnu0qVLWbBgAbdu3UKtVtOvXz9Wr15Nv3792L9/PzY2NhgaGrJ27VpA03UaFBSkvTZz5swp051a2SRdd1HUZB06dJCfda6Wilwd+CZ/NOnEabkT3oFtGRDRh6ntpzLWfmyV7ld4dby+6GcsjA3YOK5TdYcivKAuXbpE27ZtqzuMJxYcHEzdunX55JNPqjuUSpGdnU3dupov7/PmzePmzZssWbKkmqOqecLDw8vcyPGyK+99KUnSaVmWO1T0XNFSpoOcn0+eqg4UwLUizbe8tmYvzh8/oWa7fTeXxD+yGdqhegbkCoLw7Pbt28e//vUvCgsLadasWYVdp4JQEZGU6SDn55OvMNTM5P9AM3eMSMqEynIiUTOTdNeWj95WLggvq9ID/qvawYMHH5no1NramtDQ0Erbx7Bhwxg2bFilba/Ehx9+yIkTJ8osmzJlCmPGjHmi58fExDBq1Kgyy/T19bXj357V057bXr16Veng+PIMGjSoTLc5wPz586t0PFhlEEmZDnJBAXkYUNtIj9j0S1jUscDEwKTiJwrCEziRmIapoR7tLOpVdyiC8FLy8vKq8R/AunzzzTfP9HwHBwfOnj1bSdE86kU4t5WZfD9P4u5LHeT8fPIwwNBYn0vpl2hj9uS3FwvC48iyzMkrqXRtaY5CISaMFQRBEDREUqaDnJ9PnqxPrbpKfrv7G23ri65LoXJcTc3hZlYuXW3Kn+tHEARBeDWJpEwHuaCA3GI9CvTvIyOL8WRCpTn5cDxZNxsxnkwQBEH4kxhTVg5ZlikuKCSvUIWs1ExaJ5IyobIcT0zF0qQ2r5kZVncogiAIQg0iWsrKIRcUUKgypBgFf3ATMwMzGho2rO6whJdAUbHML1fS6GZjLgqQC8JDycnJ/Pvf/65wvebNm5OamvocIoLRo0drZ7ivbMnJydjb2z/TNiIiInBxcUGlUj0S5/r167G1tcXW1rZMRYXTp0/j4OCAjY0NkydPpjrnKa2Ma9m3b19MTEzo379/meVJSUl06tQJGxsbhg0bRn5+PgB5eXkMGzYMGxsbOnXqRHJy8jPtvyqIpKwccn4++bWMALhelEwbszbiA1SoFBdSsribWyjGkwlCKU+alAl/eu2111i3bh3vvPNOmeXp6enMnTuXU6dOERUVxdy5c8nIyABgwoQJfP/99yQkJJCQkMCBAweqI/RKM336dDZu3PjI8sDAQKZOnUpiYiKmpqasWbMG0FRgMDU1JTExkalTpz4yrUdNILovyyEXFJBXSzNVQVJ+An3MulVzRMLL4sQVMT+ZUDVu/fOf5F16upqHFdFv24bGs2ZVuN6GDRtYuHAhkiShVqsZOnQoISEh5OfnU79+fTZt2kSjRo0IDg7mypUrJCYmkpqayowZM/D392fmzJlcunQJJycn/Pz8mDx5MoGBgRw4cACFQoG/vz+TJk0CYNmyZezZs4eCggK2bdtGmzZtiIqKYsqUKeTm5lK7dm3Wrl1L69aty401OTmZUaNGaWsyLl++nK5duyLLMpMmTeLQoUM0bdqUWrVqaZ/z+eefs2fPHh48eEDXrl1ZtWoVkiTRq1cvnJ2dOXbsGDk5OWzYsIF//etfxMTEMGzYMEJCQnSes8LCQkaMGMGZM2ews7Njw4YNGBoaMnPmTP773/+iUqno06cPCxcuLPf5zZs3B0ChKNu2cvDgQTw9PbWlgDw9PTlw4AC9evXi7t27dO7cGYB3332XXbt26SzJdOXKFT788EPu3LmDoaEh33//PW3atGH06NEYGBgQHR3N3bt3WbRoEf379yc3N5cJEyYQHR2NSqVi0aJFuLu7U1RU9FTX8ueff2bKlCmApiZnREQERkZG5cbYu3fvMsXCQTP86MiRI9ok38/Pj+DgYCZMmMDu3bu1c+UNGTKEgIAAZFmuUY0uIikrR+mWsnt6GbSpL6bDeFkVFBVz9U4OrRuX/6avbCcT02jT2IgGRvrPZX+CUNUuXrxISEgIJ0+exNzcnPT0dCRJIjIyEkmSWL16NQsWLOCrr74C4Pz580RGRpKTk4OzszPe3t7MmzevTBmelStXkpyczNmzZ1GpVGUKUpubm3PmzBlWrFjBwoULWb16NW3atOHYsWOoVCoOHz7MrFmz2LFjR7nxltRRNDAwICEhgeHDhxMdHU1oaCiXL18mNjaW27dv065dO8aO1ZTVCwgIYM6cOQCMGjWKvXv3MmDAAABq1apFdHQ0S5YsYeDAgZw+fRozMzNatmzJ1KlTqV+//Fbxy5cvs2bNGtzc3Bg7diwrVqxgzJgxhIaGEhcXhyRJZGZmPvX1SElJoWnTptrfraysSElJISUlBSsrq0eW6/Lee+/x7bffYmtry6lTp5g4cSJHjhwBNIltVFQUV65cwd3dncTERL755hskSSImJoa4uDj69OlDfHw8a9eufapruXDhQr755hvc3NzIzs7GwMDgqY4/LS0NExMTVCrVI8dZ+tyoVCqMjY1JS0vD3LzmfEkWSVk5NEmZpqXsvt492pm1q+aIhKry2X8v8u9TvxM6sSvOr5lW6b5yC4r4NTmdkZ2bVel+hFfTk7RoVYUjR47g6+ur/WAzMzPTthTdvHmT/Px8rK2ttesPHDiQ2rVrU7t2bdzd3YmKisLEpOzE3IcPH+aDDz7QfrCWLgA9ePBgANq3b8/OnTsByMrKws/Pj4SEBCRJoqCgQGe8BQUFBAQEcPbsWZRKJfHx8YBmjNbw4cNRKpU0adIEDw8P7XOOHj3KggULuH//Punp6djZ2WmTMh8fH0AzYaudnR0WFhYAtGjRgmvXrulMypo2bYqbmxsAI0eOZOnSpXz00UcYGBgwbtw4+vfv/8hYqeclOzubkydP4uvrq12Wl5en/Xno0KEoFApsbW1p0aIFcXFxHD9+XNsC1qZNG5o1a0Z8fPxTX0s3NzemTZvGiBEjGDx4cJlE8lUgxpSVQ5uUSUXoGSiwMnq1XhSvios3stgc9TsAXx68XOX7O/NbBnmFxbiJ8WTCS27SpEkEBAQQExPDqlWryM3N1T72166ip+060tfXtDIrlUoKCwsBCAoKwt3dnQsXLrBnz54y+/urxYsX06hRI86dO0d0dLR2ELguubm5TJw4ke3btxMTE4O/v3+Z7ZfEo1AotD+X/F4SX3nKOw8qlYqoqCiGDBnC3r176du372NjK4+lpSXXrl3T/n79+nUsLS2xtLTk+vXrjywvT3FxMSYmJpw9e1b779KlS4+N/e8o71rOnDmT1atX8+DBA9zc3IiLe7ou+fr165OZmandXunjLH1uCgsLycrK0pk0VxeRlJVDLiggv1Y9ihQ5tKnfBoUkTtPLRpZl5u6JxdSwFh+9bsvJK2kcT6jau7qOJ6aiUkh0tK5ZfwQE4Vl4eHiwbds20tLSAM1A86ysLO0HYem7/wB2795Nbm4uaWlphIeH4+rqipGREffu3dOu4+npyapVq7QfrKW7vMpTen8VFQXPysrCwsIChULBxo0bKSoqAqBHjx5s3bqVoqIibt68ydGjRwG0CZi5uTnZ2dmVdkfm77//zi+//ALAv//9b7p160Z2djZZWVn069ePxYsXc+7cuaferpeXF2FhYWRkZJCRkUFYWBheXl5YWFhQr149IiMjkWWZDRs2MHDgwHK3Ua9ePaytrdm2bRug+XtZOpZt27ZRXFzMlStXuHr1Kq1bt6Z79+5s2rQJgPj4eH7//Xdat2791NfyypUrODg4EBgYiKur61MnZZIk4e7urr1O69ev1x6nj4+P9vW4fft2PDw8atR4MhBJWblKWspyFZlifrKX1P6YW0QlpfNxn1ZM6NWSJsYGfHkwrkpvET9xJQ2npibU1RejBoSXh52dHZ9++ik9e/bE0dGRadOmERwcjK+vL+3bt39kvI5arcbd3Z3OnTsTFBREkyZNUKvVKJVKHB0dWbx4MePHj+e1115DrVbj6OhY4Z2ZM2bM4B//+AfOzs6PbZ0CmDhxIuvXr8fR0ZG4uDjq1KkDaApY29ra0q5dO9599126dOkCgImJCf7+/tjb2+Pl5YWrq+sznK0/tW7dmm+++Ya2bduSkZHBhAkTuHfvHv3790etVtOtWzcWLVqk8/m//vorVlZWbNu2jffffx87OztA0z0YFBSEq6srrq6uzJkzR9tluGLFCsaPH4+NjQ0tW7bUOcgfYNOmTaxZswZHR0fs7OzYvXu39rHXXnuNjh078sYbb/Dtt99iYGDAxIkTKS4uxsHBgWHDhrFu3Tr09fWf+lp+/fXX2Nvbo1ar0dPTe2yM3bt3x9fXl59++gkrKysOHjwIaAqPL1q0CBsbG9LS0hg3bhwA48aNIy0tDRsbGxYtWsS8efMeG0t1kKpznpK/q0OHDnJ0dHSVbf9+dDTbFl/kd/NMHCdb49PSp8r2JTx/D/KLeH3Rz9SrrcfeSd1QKiT+8+s1Zuw4z7cj29PXvnGl7zPrQQHOn4cR4GHLNM9Wlb594dV06dIl2rZ9cb44BgcHU7duXT755JPqDkX4m0aPHk3//v0ZMmRIdYdSY5X3vpQk6bQsyx0qeq5oKSuHtqVMdU8UIn8JfRdxlZTMB3w2oB3KhwXBB7tY0rJBHb4Ku0xR8bN9Ucm6X8D9/LLf1iOvplEsi9JKgiAIgm6iH6UcRXn5FNSqS6EqhxbGLao7HKES3ch8wMqfE/F2sKBziz/HdqmUCj7u05qJm84Q+r8UhrR/ups7su4XcODiTfacu8nJK6nIQFNTQ1o3NqJ1IyMu3Miitp4Sp6YmFW5LEF5WJXNEPQ8HDx58ZHJQa2trQkNDn1sMaWlp9O7d+5HlP/300xMPMP/iiy+0Y7tK+Pr68umnn1ZKjB9++CEnTpwos2zKlCmMGTOm3PUrGrNX2WJiYgowBIQAABSqSURBVBg1alSZZfr6+pw6deq5xvG8VHn3pSRJfYElgBJYLcvyvL88rg9sANoDacAwWZaTH7fNqu6+vL3nENv3KfnD6ihzZ/9fle1HeP4mbf4fYRdv8dPHPbEyLVt7UpZlfJafID0nnyOf9ERfpXzstnLyCjl86TZ7zt3g5/g7FBTJNKtvSH+1BfoqJZdv3yP+1j2upuZQVCzzettGrParsPVaEJ7Yi9Z9KQivgmfpvqzSljJJkpTAN4AncB34VZKk/8qyHFtqtXFAhizLNpIkvQ3MB4ZVZVwVeXCvAFBialavOsMQKsn9/EISbmcT/VsGe87dYHJv20cSMtDctTPdqzXv/hDF5lO/M9rN+pF1cguKCL98hz3nb/DTpdvkFhTTuJ4Bo7s2Z4BjExwsjR+5myevsIik1BwsjGtX2TEKgiAIL76q7r7sCCTKsnwVQJKkLcBAoHRSNhAIfvjzdmC5JEmSXI13IPyRkQk0pnEDUYT8RZJfWExSao62hery7XvE377H7+n3KXk12Tasywc9dXdJd7c1p3MLM5YeSeTy7XtlHruXW8jPl+9wL6+Q+nVq4du+Kf3VFrg2N0Oh0H1btb5KSZvGIsEXBEEQHq+qkzJL4Fqp368DnXStI8tyoSRJWUB9oGonjXqMyzfuAI0JTy5m/w9R1RWG8IRkWeb23Vyu3smh8OEgfaVCwtq8DvaWxrzlYkWrRka0bmzEa2aG2sH95ZEkiU/7tWPCptP8dOmPMo/pKRX0tW/MAMcmdG1ZH5VS3CcjCIIgVJ4XZqC/JEnvAe+BZo6UqpRvoKBW7jXuyg24/0B3uQ6h5rAyNaR320a0aWxEq0ZGtGhQp8IxYbo4WBlzPNCj4hUFQRAEoTLJslxl/4AuwMFSv/8D+Mdf1jkIdHn4swpNC5n0uO22b99eFgRBeNXFxsZWdwiVIikpSd60aVOF6zVr1ky+c+fOc4ioZurZs6f866+/PtM2vLy8ZGNjY9nb27vM8qtXr8odO3aUW7ZsKQ8dOlTOy8uTZVmWc3Nz5aFDh8otW7aUO3bsKCclJT3T/p/FZ599Jn/55ZfPtI1ly5bJLVu2lIEyr6Xi4mJ50qRJcsuWLWUHBwf59OnT2sfWrVsn29jYyDY2NvK6desq3Ed570sgWn6CvKmq+19+BWwlSbKWJKkW8Dbw37+s81/A7+HPQ4AjDw9AEARBeAUkJydXONN7Vaho9v/KIMsyxcXFVb6fJzV9+nQ2btz4yPLAwECmTp1KYmIipqamrFmzBoA1a9ZgampKYmIiU6dOfWSakReNm5sbhw8fplmzZmWW//jjjyQkJJCQkMB3333HhAkTAE1ZqLlz53Lq1CmioqKYO3cuGRkZVRZflXZfypoxYgFoWsOUwA+yLF+UJOlzNFnjf4E1wEZJkhKBdDSJmyAIgvAUjv0nntRr2ZW6TfOmdek+tOIKFBs2bGDhwoVIkoRarWbo0KGEhISQn59P/fr12bRpE40aNSI4OJgrV66QmJhIamoqM2bMwN/fn5kzZ3Lp0iWcnJzw8/Nj8uTJBAYGcuDAARQKBf7+/kyaNAmAZcuWsWfPHgoKCti2bRtt2rQhKiqKKVOmkJubS+3atVm7di2tW7cuN9Z169axc+dOsrOzKSoqYu7cuXz22WeYmJgQExPD0KFDcXBwYMmSJTx48IBdu3bRsmVLtm3bxty5c1EqlRgbGxMREcG6desIDQ0lKyuLlJQURo4cyWeffUZycjJeXl506tSJ06dPs3//fk6ePMk///lPZFnG29ub+fPnA1C3bl38/f0JCwujcePGbNmyhQYNGug81xs3bmT8+PEUFhbyww8/0LFjR37++WemTJkCaMbFRkREYGRkVO7ze/fuTXh4eJllsixz5MgRbWLs5+dHcHAwEyZMYPfu3dr55YYMGUJAQACyLJdbM7KoqIiZM2cSHh5OXl4eH374Ie+//z7h4eHMmTMHIyMjEhMTcXd3Z8WKFSgUCjZv3lzueTlw4ACzZs2iqKgIc3NzfvrpJwBiY2Pp1asXv//+Ox999BGTJ08mJyeHoUOHcv36dYqKiggKCmLYsPIncXB2di53+e7du3n33XeRJInOnTuTmZnJzZs3CQ8Px9PTU1uqytPTkwMHDjB8+HCd1+hZVPmYMlmW9wP7/7JsTqmfcwHfqo5DEARBqHwXL14kJCSEkydPYm5uTnp6OpIkERkZiSRJrF69mgULFvDVV18BcP78eSIjI8nJycHZ2Rlvb2/mzZvHwoUL2bt3LwArV64kOTmZs2fPolKpyhSxNjc358yZM6xYsYKFCxeyevVq2rRpw7Fjx1CpVBw+fJhZs2axY8cOnTGfOXOG8+fPY2ZmRnh4OOfOnePSpUuYmZnRokULxo8fT1RUFEuWLGHZsmV8/fXXfP755xw8eBBLS0syMzO124qKiuLChQsYGhri6uqKt7c35ubmJCQksH79ejp37syNGzcIDAzk9OnTmJqa0qdPH3bt2sWbb75JTk4OHTp0YPHixXz++efMnTuX5cuX64z9/v37nD17loiICMaOHcuFCxdYuHAh33zzDW5ubmRnZ2NgYPBU1zAtLQ0TExNUKk1KYGVlRUpKCgApKSk0bdoUAJVKhbGxMWlpaY/UNAVNq5qxsTG//voreXl5uLm50adPH+15io2NpVmzZvTt25edO3fStWvXcs+Lm5sb/v7+REREYG1tXeb6x8XFcfToUe7du0fr1q2ZMGECBw4coEmTJuzbtw/QFJ1/WqWPs/Q50LW8qrwwA/0FQRAE3Z6kRasqHDlyBF9fX+2HtJmZGTExMQwbNoybN2+Sn5+PtfWfc/4NHDiQ2rVrU7t2bdzd3YmKisLEpGyli8OHD/PBBx9ok4SSVgqAwYMHA9C+fXt27twJaD6E/fz8SEhIQJIkCgoef4NW6ZYPAFdXVywsLABo2bKlNpFwcHDg6NGjgKbba/To0QwdOlQbQ8m2SmbnHzx4MMePH+fNN9+kWbNmdO7cGdAUD+/Vq5e2BWzEiBFERETw5ptvolAotK06I0eOLLPt8pS00PTo0YO7d++SmZmJm5sb06ZNY8SIEQwePBgrq6erSFJZwsLCOH/+PNu3bwc01yUhIYFatWrRsWNHWrRooT2G48ePo6enV+55USqV9OjRQ/u6KX2tvL290dfXR19fn4YNG3L79m0cHBz4+OOPCQwMpH///nTv3v05H3nlEff0C4IgCJVq0qRJBAQEEBMTw6pVq8jNzdU+9tdur/K6wR5HX18fAKVSqR0TFhQUhLu7OxcuXGDPnj1l9leeOnXqlLtNAIVCof1doVBo9/Htt98SEhLCtWvXaN++PWlpaY89nr/u40lVdD7K29/MmTNZvXo1Dx48wM3Njbi4uKfaZ/369cnMzNQe6/Xr17G0tATA0tKSa9c0M1sVFhaSlZWls0SULMssW7aMs2fPcvbsWZKSkrQJ7rNe9xKlr1XJa6BVq1acOXMGBwcHZs+ezeeff/7U2y19nPDnOdC1vKqIpEwQBEH42zw8PNi2bZs2SUlPTycrK0v7wbV+/foy6+/evZvc3FzS0tIIDw/H1dUVIyMj7t37c7JmT09PVq1apU0SSndflaf0/qqqNuOVK1fo1KkTn3/+OQ0aNNB+UB86dIj09HTt+DM3N7dHnlsy7is1NZWioiI2b95Mz549ASguLta2LP373/+mW7duj41j69atABw/fhxjY2OMjY25cuUKDg4OBAYG4urq+tRJmSRJuLu7a+NYv349AwcOBMDHx0d7Dbdv346Hh4fOhMrLy4uVK1dqWyrj4+PJyckBNN2XSUlJFBcXs3XrVrp166bzvHTu3JmIiAiSkpKAiq//jRs3MDQ0ZOTIkUyfPp0zZ8481fGXHOeGDRuQZZnIyEiMjY2xsLDAy8uLsLAwMjIyyMjIICwsDC8vr6fe/pMS3ZeCIAjC32ZnZ8enn35Kz549USqVODs7ExwcjK+vL6ampnh4eGg/XAHUajXu7u6kpqYSFBREkyZNaNCgAUqlEkdHR0aPHs2kSZOIj49HrVajp6eHv78/AQEBOmOYMWMGfn5+hISE4O3tXSXHOX36dBISEpBlmd69e+Po6MjZs2fp2LEjb731FtevX2fkyJF06NCB5OTkMs+1sLBg3rx5uLu7awe0lyQ9derUISoqipCQEBo2bKhNunQxMDDA2dmZgoICfvjhBwC+/vprjh49ikKhwM7OjjfeeEPn87t3705cXBzZ2dlYWVmxZs0avLy8mD9/Pm+//TazZ8/G2dmZcePGATBu3DhGjRqFjY0NZmZmbNmyRee2x48fT3JyMi4uLsiyTIMGDdi1axeg6SIOCAjQDvQfNGgQCoVC53n57rvvGDx4MMXFxTRs2JBDhw7p3G9MTAzTp09HoVCgp6fHypUrda67dOlSFixYwK1bt1Cr1fTr14/Vq1fTr18/9u/fj42NDYaGhqxduxbQdJ0GBQXh6uoKwJw5c8p0p1a2Ki9IXhWquiC5IAjCi+BFK0geHBxM3bp1+eSTT6o7lEqxbt06oqOjHzswvyJ169YlO7ty75qtacLDw8vcyPGye5aC5KL7UhAEQRAEoQYQLWWCIAgvqBetpex5Onjw4CMTnVpbWxMaGlpNET25Dz/8kBMnTpRZNmXKFMaMGfNEz4+JiWHUqFFllunr63Pq1KlKie9FOLeDBg0q020OMH/+/CodD1biWVrKRFImCILwghJJmSDUPKL7UhAE4RX1In6xFoSX1bO+H0VSJgiC8IIyMDAgLS1NJGaCUAPIskxaWtpTV1QoTUyJIQiC8IKysrLi+vXr3Llzp7pDEQQBzRelZ6moIJIyQRCEF5Senl6ZEkaCILzYRPelIAiCIAhCDSCSMkEQBEEQhBpAJGWCIAiCIAg1wAs5T5kkSXeA36p4N+ZAahXvQ/h7xLWpmcR1qbnEtamZxHWpuSr72jSTZblBRSu9kEnZ8yBJUvSTTPQmPH/i2tRM4rrUXOLa1EziutRc1XVtRPelIAiCIAhCDSCSMkEQBEEQhBpAJGW6fVfdAQg6iWtTM4nrUnOJa1MzietSc1XLtRFjygRBEARBEGoA0VImCIIgCIJQA4ikrBySJPWVJOmyJEmJkiTNrO54XlWSJDWVJOmoJEmxkiRdlCRpysPlZpIkHZIkKeHh/6bVHeurSJIkpSRJ/5Mkae/D360lSTr18H2zVZKkWtUd46tIkiQTSZK2S5IUJ0nSJUmSuoj3TM0gSdLUh3/LLkiStFmSJAPxvnn+JEn6QZKkPyRJulBqWbnvEUlj6cPrc16SJJeqjE0kZX8hSZIS+P/t3VuMXVMcx/HvT0dFW2njGqaoS4MSWkQaRRo8KKIe6t5qGuKlCRKCChESDxJREk01adFG41ZF40HEkNKHuvSCuDxIXTpNqQRFhaI/D3s1xowJ6eXsbc7vk0xm1jorO/+Tnf+Z/9lr7b3mAJOAMcAVksbUG1Xb+h24yfYYYDwws5yL24Au26OBrtKO1rsB+LhH+z5gtu2jge+Aa2qJKh4CXrZ9LHAS1TlKztRMUidwPXCq7ROAQcDlJG/q8DhwXq++/nJkEjC6/FwHzN2dgaUo6+s04FPb62xvBZ4CJtccU1uyvdH26vL3j1T/XDqpzsfCMmwhcHE9EbYvSSOBC4D5pS3gbGBJGZLzUgNJw4GzgAUAtrfa/p7kTFN0AHtL6gCGABtJ3rSc7TeAb3t195cjk4FFrqwERkg6eHfFlqKsr05gfY92d+mLGkkaBYwD3gIOsr2xvPQVcFBNYbWzB4FbgG2lvR/wve3fSzt5U48jgG+Ax8rU8nxJQ0nO1M72BuB+4EuqYmwzsIrkTVP0lyMtrQlSlEXjSRoGPAfcaPuHnq+5un04txC3kKQLgU22V9UdS/TRAZwMzLU9DthCr6nK5Ew9yhqlyVSF8yHAUPpOoUUD1JkjKcr62gAc2qM9svRFDSTtSVWQLba9tHR/vf3ycfm9qa742tQE4CJJn1NN759NtY5pRJmWgeRNXbqBbttvlfYSqiItOVO/c4HPbH9j+zdgKVUuJW+aob8caWlNkKKsr3eA0eWOmMFUCzGX1RxTWyrrlBYAH9t+oMdLy4Dp5e/pwIutjq2d2Z5le6TtUVT58Zrtq4DXgSllWM5LDWx/BayXdEzpOgf4iORME3wJjJc0pHy2bT83yZtm6C9HlgFXl7swxwObe0xz7nJ5eOw/kHQ+1ZqZQcCjtu+tOaS2JOkM4E3gA/5au3Q71bqyZ4DDgC+AS233XrQZLSBpInCz7QslHUl15WxfYA0w1favdcbXjiSNpboBYzCwDphB9QU8OVMzSXcDl1HdWb4GuJZqfVLypoUkPQlMBPYHvgbuAl7gH3KkFNAPU001/wzMsP3ubostRVlERERE/TJ9GREREdEAKcoiIiIiGiBFWUREREQDpCiLiIiIaIAUZRERERENkKIsIuI/kjRR0kt1xxERA1OKsoiIiIgGSFEWEQOOpKmS3pa0VtI8SYMk/SRptqQPJXVJOqCMHStppaT3JT1f9ihE0tGSXpX0nqTVko4qhx8maYmkTyQtLg+XjIjYaSnKImJAkXQc1VPTJ9geC/wBXEW1AfS7to8HllM9xRtgEXCr7ROpdo/Y3r8YmGP7JOB0YPvWKuOAG4ExwJFU+xdGROy0jn8fEhHxv3IOcArwTrmItTfV5sLbgKfLmCeApZKGAyNsLy/9C4FnJe0DdNp+HsD2LwDleG/b7i7ttcAoYMXuf1sRMdClKIuIgUbAQtuz/tYp3dlr3I7uMddzX8I/yOdoROwimb6MiIGmC5gi6UAASftKOpzq825KGXMlsML2ZuA7SWeW/mnActs/At2SLi7H2EvSkJa+i4hoO/mGFxEDiu2PJN0BvCJpD+A3YCawBTitvLaJat0ZwHTgkVJ0rQNmlP5pwDxJ95RjXNLCtxERbUj2jl7Bj4j4/5D0k+1hdccREdGfTF9GRERENECulEVEREQ0QK6URURERDRAirKIiIiIBkhRFhEREdEAKcoiIiIiGiBFWUREREQDpCiLiIiIaIA/AeTPUQZ6oi23AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history, metric='val_acc', title='Model Accuracy (val)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 损失值变化（测试集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history, metric='val_loss', title='Model Loss (val)', loc='upper right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
